{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_df(path, return_info=False):\n",
    "    data = []\n",
    "    with open(path, 'r') as f:\n",
    "        for line in f.readlines():\n",
    "            # data.append(json.loads(line))\n",
    "            try:\n",
    "                data.append(json.loads(line))\n",
    "            except:\n",
    "                pass\n",
    "    # print(len(data))\n",
    "    data.pop(-1)\n",
    "    df = pd.DataFrame(data)\n",
    "    if return_info: return df,info\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Qwen2.5-0.5B-pretrain "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = get_df('logs/qwen2-0.5B-with-kernel/log_history.json')\n",
    "df2 = get_df('logs/qwen2-0.5B-without-kernel/log_history.json',)\n",
    "df3 = get_df('logs/qwen2-0.5B-with-kernel-unsloth-loss-pretrain/log_history.json')\n",
    "df4 = get_df('logs/qwen2-0.5B-with-kernel-pretrain-bf16-loss/log_history.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = 100\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(df1['loss'][start:], alpha=0.5)\n",
    "plt.plot(df2['loss'][start:], alpha=0.5)\n",
    "plt.plot(df3['loss'][start:], alpha=0.5)\n",
    "plt.plot(df4['loss'][start:], alpha=0.5)\n",
    "plt.legend(['with-kernel', 'without-kernel', 'kernel+unsloth', 'kernel+bf16 loss'], fontsize=20)\n",
    "plt.xlabel('steps', size=15)\n",
    "plt.ylabel('training loss', size=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Qwen2.5-7B-sft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = []\n",
    "with open('/mnt/workspace/mdy/code/repo/mdy_triton/train_model/logs/qwen2-7B-with-kernel-sft/log_history.json', 'r') as f:\n",
    "    for line in f.readlines():\n",
    "        try:\n",
    "            data1.append(json.loads(line))\n",
    "        except:\n",
    "            pass\n",
    "info1 = data1.pop(-1)\n",
    "df1 = pd.DataFrame(data1)\n",
    "\n",
    "data2 = []\n",
    "with open('/mnt/workspace/mdy/code/repo/mdy_triton/train_model/logs/qwen2-7B-without-kernel-sft/log_history.json', 'r') as f:\n",
    "    for line in f.readlines():\n",
    "        try:\n",
    "            data2.append(json.loads(line))\n",
    "        except:\n",
    "            pass\n",
    "info2 = data2.pop(-1)\n",
    "df2 = pd.DataFrame(data2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = 0\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(df1['loss'][start:], alpha=0.5)\n",
    "plt.plot(df2['loss'][start:], alpha=0.5)\n",
    "plt.legend(['with-kernel', 'without-kernel'], fontsize=20)\n",
    "plt.xlabel('steps', size=15)\n",
    "plt.ylabel('training loss', size=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Llama3.2-1B-pretrain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data1 = []\n",
    "with open('/mnt/workspace/mdy/code/repo/mdy_triton/train_model/logs/llama3-1B-with-kernel-pretrain/log_history.json', 'r') as f:\n",
    "    for line in f.readlines():\n",
    "        try:\n",
    "            data1.append(json.loads(line))\n",
    "        except:\n",
    "            pass\n",
    "info1 = data1.pop(-1)\n",
    "df1 = pd.DataFrame(data1)\n",
    "\n",
    "data2 = []\n",
    "with open('/mnt/workspace/mdy/code/repo/mdy_triton/train_model/logs/llama3-1B-without-kernel-pretrain/log_history.json', 'r') as f:\n",
    "    for line in f.readlines():\n",
    "        try:\n",
    "            data2.append(json.loads(line))\n",
    "        except:\n",
    "            pass\n",
    "info2 = data2.pop(-1)\n",
    "df2 = pd.DataFrame(data2)\n",
    "\n",
    "data3 = []\n",
    "with open('logs/llama3-1B-with-kernel-unsloth-loss-pretrain/log_history.json', 'r') as f:\n",
    "    for line in f.readlines():\n",
    "        try:\n",
    "            data3.append(json.loads(line))\n",
    "        except:\n",
    "            pass\n",
    "info3 = data3.pop(-1)\n",
    "df3 = pd.DataFrame(data3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1QAAAITCAYAAAAAS109AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/GU6VOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAD3ZElEQVR4nOzdd5yU5b3//9c9dXsHlt6L0rEBEsCORqzEEzXBEk3i0WjiSTnkaDTRczQ/k6hfjRLUiMZeIorGICKIIEpvUqTX3WWX7W12yv37Y3ZnZ3Zm27BlFt7Px2Mfzn3d133f1+wsuB8+1/W5DNM0TURERERERKTVLJ09ABERERERka5KAZWIiIiIiEiUFFCJiIiIiIhESQGViIiIiIhIlBRQiYiIiIiIREkBlYiIiIiISJQUUImIiIiIiERJAZWIiIiIiEiUbJ09gFjh8/k4evQoycnJGIbR2cMREREREZFOYpomZWVl9OrVC4ul6RyUAqpaR48epW/fvp09DBERERERiRGHDh2iT58+TfZRQFUrOTkZ8H/TUlJSOnk0IiIiIiLSWUpLS+nbt28gRmiKAqpaddP8UlJSFFCJiIiIiEiLlgKpKIWIiIiIiEiUFFCJiIiIiIhESQGViIiIiIhIlBRQiYiIiIiIREkBlYiIiIiISJQUUImIiIiIiERJAZWIiIiIiEiUFFCJiIiIiIhESQGViIiIiIhIlBRQiYiIiIiIRMnW2QOI5Nlnn+XZZ59l//79AIwcOZLf/e53XHrppY1e8/bbb3P//fezf/9+hg4dyh//+Ecuu+yyDhqxiIhI7PD5fHg8Hnw+X2cPRUSkw1ksFux2O4ZhdMjzYjKg6tOnD48++ihDhw7FNE1eeuklrrzySjZs2MDIkSPD+n/55Zdcf/31PPLII1x++eW89tprXHXVVaxfv55Ro0Z1wjsQERHpeCUlJZSWllJZWalgSkROaXa7neTkZLKysrBare36LMM0TbNdn9BGMjIyeOyxx/jRj34Udu4//uM/qKio4MMPPwy0TZw4kXHjxjF37twW3b+0tJTU1FRKSkpISUlps3GLiIi0N9M0ycvLo6ioiISEBJKSkoiLi8NisXTYv9CKiMQC0zTxer2Ul5dTUlKC0+mkb9++rQ6qWhMbxGSGKpjX6+Xtt9+moqKCSZMmReyzatUq7r333pC2Sy65hAULFjR6X5fLhcvlChyXlpa2yXhFREQ6WlFREUVFRWRnZ5Oent7ZwxER6XRJSUmkpqZy8OBBCgoK6NGjR7s9K2aLUmzZsoWkpCScTic//elPee+99zj99NMj9s3NzQ37JvXo0YPc3NxG7//II4+Qmpoa+Orbt2+bjl9ERKQjmKZJcXExycnJCqZERILEx8eTkpJCWVkZ7TkpL2YDquHDh7Nx40a+/vpr7rjjDm666Sa2bdvWZvefM2cOJSUlga9Dhw612b1FREQ6isfjweVykZqa2tlDERGJOcnJybjdbtxud7s9I2an/DkcDoYMGQLAGWecwZo1a3jyySf529/+FtY3OzubvLy8kLa8vDyys7Mbvb/T6cTpdLbtoKVDVLorqfZWkxGX0dlDERHpdF6vFwCbLWb/ly4i0mnq1k61Z6GemM1QNeTz+ULWPAWbNGkSS5YsCWlbvHhxo2uupGub/8183tjxBmU1ZZ09FBGRmKHiEyIi4Tri78aY/OesOXPmcOmll9KvXz/Kysp47bXXWLZsGYsWLQJg9uzZ9O7dm0ceeQSAe+65h2nTpvHnP/+Z7373u7zxxhusXbuWefPmdebbkHZWUFVAsiO5s4chIiIiIqewmAyojh07xuzZs8nJySE1NZUxY8awaNEiLrroIgAOHjyIxVKfXJs8eTKvvfYa9913H7/97W8ZOnQoCxYs0B5UIiIiIiLSrmIyoHrhhReaPL9s2bKwtu9973t873vfa6cRiYiIiIiIhOsya6hERERERERijQIqERERkU528803YxgGAwYMOKH77N+/H8MwMAyD+fPnt8nYmvLggw8GnictN336dAzDYPr06Z09FGkDCqhERERERESipIBKREREJMYNGDAAwzC4+eabO3soItKAAioRERGRTjZ//nxM02T//v2dPRQRaSUFVCIiIiIiIlFSQCUiIiIiIhIlBVQiIiIiLXD55ZdjGAYTJ06MeH7ZsmWBincZGRn4fL6wPrm5uYE+c+fODbQ3VuWvrhrcgQMHAHjppZcC19d9NVcpbvHixcycOZPs7GycTicDBw7kjjvu4PDhw637BkRp48aN9OjRA8Mw6NmzJ5s3bw7rs3TpUm666SYGDRpEQkICKSkpjB49ml/96lccPXq00Xs3rDJYUlLCQw89xPjx40lLSwupdtiwb3V1NY899hgTJkwgOTmZ5ORkzj77bJ5++mk8Hk+z76u6upqnn36aCy64gOzsbBwOB927d+fCCy/khRdeaNE95OQQkxv7ioiIiMSaadOm8dFHH7Fu3TrKy8tJSkoKOf/5558HXhcVFbF582bGjRvXaJ+OKJk9Z84cHn300ZC2/fv3M3fuXN59910+//xzTjvttHZ7/hdffMHMmTMpKSlhwIABfPrppwwePDhwvrq6mltuuYU33ngj7NqtW7eydetWnn32WV5//XVmzpzZ5LN27drFxRdf3KJ1aHl5ecyYMYONGzeGtK9Zs4Y1a9bwySefsGDBAiyWyLmHTZs2ceWVVwYC3Tr5+fksWbKEJUuW8Le//Y2FCxfSo0ePZscjXZsyVCIiIiItUBcAeTweVqxYEXZ+2bJlTR4Ht/Xo0YMRI0Y0+8wXX3yRLVu20KtXLwCuvPJKtmzZEvL14osvRrz2ueee49FHH2XatGm89tprrF27lk8//ZTZs2cD/l/+b7311mbHEK2PPvqISy65hJKSEkaOHMnKlStDginTNJk1a1YgmJo5cyb/+Mc/WLlyJatWreLJJ5+kX79+VFRUMGvWLNauXdvk82bNmsWRI0f42c9+xuLFi1m7di2vv/46w4cPD+t7zTXXsG3bNu6++24WL17MunXreO211wLB5cKFC3nuueciPmf37t1MmzaNAwcOkJKSwpw5c3jvvfdYu3YtixYt4s4778Rms7FmzRquvPJK3G53tN9C6SpMMU3TNEtKSkzALCkp6eyhSDP+uuGv5l83/NXcW7y3s4ciItLpqqqqzG3btplVVVWdPZSTnsfjMZOTk03A/M1vfhNyrrq62oyLizMBc+bMmSZgXnnllWH3OO2000zAvO6660Lab7rpJhMw+/fvH/HZ/fv3NwHzpptuanKM+/btM4HA1+233276fL6wfrfddlugz/r165u8Z1MeeOCBwH2Cvfrqq6bNZjMB8+yzzzaPHz8edu28efNMwLTb7ebHH38c8f6FhYXmyJEjTcA899xzm3y+xWIxFy1a1KKx2u12c+nSpWF9jh8/bvbo0cMEzDFjxkS8z+TJk03AHD9+vJmfnx+xz8cff2xaLBYTMOfNmxd2ftq0aSZgTps2rdHxStuI9u/I1sQGylCJiIicAkzTpMbjOyW+TNNsl++h1WplypQpQHj26euvv6a6uprU1FR+8YtfALB8+fKQdVTHjh1j+/btgH/6YHvr2bMnTz31VGDNULBf/vKXgddffPFFmz73mWee4Qc/+AEej4cLLriAJUuWkJGREdLHNE3++Mc/AnD33XczY8aMiPdKT0/nscceA2DlypXs2rWr0efefPPNXHzxxS0a489+9rOIUy4zMjK45ZZbANiyZQslJSUh57/44gu+/PJLwL+eLSsrK+L9Z8yYwaxZswACa7jk5KU1VCIiIqcAt9fkr0t3d/YwOsSd5w3BYQsPItrCtGnT+Pjjj8PWUdWtjZoyZQqTJ08mPj4+bB1VR6+fmjVrFk6nM+K54cOHk5SURHl5OXv37m2zZz788MPcf//9AFx99dW8/vrrEcewbds29uzZExhnU6ZOnRp4vWrVKoYOHRqx34033tjicTbV94wzzgD8Qd++fftC1sF98MEHgP/7N3r06CafMXXqVN566y3WrFmDx+PBZtOv3ScrfbIiIiIiLdRwHVVdZqUuYzV9+nScTicTJ05k6dKlLFu2LPALeV2fbt26cfrpp7f7WJtbo5Wenk55eTllZWUh7UeOHKGoqKjRa3r37h3x3C9+8QueeOIJAG655Raee+45rFZrxL7B66EmTZrU5DiD5ebmNnpuzJgxLb5PU9+b4Gxaw+9N3bh37twZMfMXidvtprCwkO7du7d4fNK1KKASERE5BditBneeN6Szh9Eh7Nb2yU6BP3tRl9lZtmwZM2bMoKamhlWrVgH1Adf06dMDAdXPf/5zoD5D1RHT/QASEhKaPF9Xwc7r9Ya0/8///A8vvfRSxGtuuummRqew1QVTo0aN4vnnn2+0Qh74pz9Go7KystFz6enpLb5PU9+b4HE3/N60x7il61NAJSIicgowDKPdpsGdSmw2G+eeey6LFi0KZJzWrFlDVVUVqampjB8/HqgPmurWURUWFrJt27aQcyeba6+9lnfffZetW7dyzz338NRTTzXaNzhQWbhwYdj+W41pKsvTWDasLdWNe+zYsbzyyistvq6xrJ6cHBRQiYiIiLTCtGnTWLRoUWAdVV1gNWXKlMAv9RMnTiQuLi6wjmrPnj2BYhkdsX7qRMyfPz+qQgqvv/461113HQsWLODpp5/GZrPx+OOPR+ybmZkZeJ2WlsaoUaOiHW6Hqht3eXl5lxmztD9V+RMRERFphYbrqOqm8gUHSnXrqMC/dqquT1ZWFiNHjmz1M1u6Xqcz2e123nzzTS6//HLAPwXwV7/6VcS+dZk88Ffv6yrqxr13794m13PJqUUBlYiIiEgrnHnmmSQmJgKwePHiQBnthpmnuuNly5YFslhTp06NKjiKi4sDwOVyRTfoDuJwOHj33Xe57LLLAPjTn/7Ef//3f4f1mzBhAn369AFg3rx5VFdXd+g4o3XFFVcA/gqATz75ZCePRmKFAioRERGRVrDb7UyePBmAF154gYqKipD1U3Xq1kp99tlnbN26NaSttXr27AkQKDUeyxwOB//85z+55JJLAPjjH//IfffdF9LHYrHw29/+FvBne2bPnt1ksFhaWsrTTz/dfoNuoYsvvpizzz4bgMcee4y33nqryf5btmxh4cKFHTE06UQKqERERERaqS4wqtv4NXj9VJ2JEyfidDopKys74fVTdQHcmjVrePTRR9m0aRO7d+9m9+7dHDlyJMp30X6cTicLFizgoosuAuB///d/eeCBB0L6/PSnP+Xqq68G4O2332bkyJE89thjfP7552zcuJHly5czb948brjhBnr16sWDDz7Y0W8jotdee42MjAy8Xi//8R//wRVXXMGrr77K6tWrWbduHR9//DH/93//x6RJkxgzZkzI/mNyclJRChEREZFWamx6X7C4uDgmTpwY+IU6IyOj2c1gG3PHHXfw7LPPUlhYyJw5c5gzZ07g3LRp0wJTCmNJXFwc77//PpdffjmfffYZf/jDH7Db7YFslWEYvPnmm9xzzz3MnTuXPXv28Otf/7rR+8XKPk6DBw9m1apVXHvttWzdupWFCxc2mYVKSUnpwNFJZ1CGSkRERKSVzjrrrJC9jBrLPAW3R7t+Cvxlt1evXs2PfvQjhgwZElhTFevi4+NZuHBhIKN3//3388gjjwTO2+12nnnmGTZt2sTPfvYzRo8eTWpqKlarldTUVMaNG8ePfvQj3nnnHbZv395ZbyPMsGHD2LhxI6+99hrXXnst/fr1Iz4+HofDQc+ePZk+fTr33Xcf69at43e/+11nD1famWHW5aBPcaWlpaSmplJSUqJ/SYhxz2x8BoBLB17KwNSBnTwaEZHOVV1dzb59+xg4cGCX+SVbRKSjRPt3ZGtiA2WoREREREREoqSASkREREREJEoKqERERERERKKkgEpERERERCRKCqhERERERESipH2oYlHeNijcAxmDocfpnT0aERERERFphDJUsag8F3K3QtnRzh6JiIiIiIg0QQFVLLLV1sg/tMb/JSIiIiIiMUkBVSyyBW06tvtT8Lo7bywiIiIiItIoBVSxyB4femz6OmccIiIiIiLSJAVUscjqCD02zc4Zh4iIiIiINEkBVVegDJWIiIiISExSQBWL0vqFHiugEhERERGJSQqoYpHVDvFp9ccKqEREREREYpICqq5AAZWIiIiISExSQBWzjPqXCqhERERERGKSAqquQFX+RERERERikgKqrkAZKhERERGRmKSAKlZZrPWvFVCJiIiIiMQkBVSxasTl9a8VUAWYmv4oIiInoZtvvhnDMBgwYMAJ3Wf//v0YhoFhGMyfP79Nxnay0fcoOvPnzw983/bv39/Zw4kpCqhiVUrP+tLpCqhERERERGKSAqpYZtR+PAqoRERETmkDBgzAMAxuvvnmzh5KhzuV37t0DQqoYpkCKhERkVPC/PnzMU1TU6lEuiAFVLHMqN2LSgGViIiIiEhMUkAVy5ShEhERERGJaQqoYlkgoFJluzom+l6IiEjnuPzyyzEMg4kTJ0Y8v2zZskAVtIyMDHy+8H8Qzc3NDfSZO3duoL2xKn/Tp0/HMAwOHDgAwEsvvRS4vu5r+vTpTY578eLFzJw5k+zsbJxOJwMHDuSOO+7g8OHDzb7nmpoannnmGc477zy6deuGw+EgOzubyy67jFdeeSXie2w49ubG9+CDDwbeS1u/92hVV1dz5ZVXBp7zxz/+MaxPbm4u//M//8OZZ55JRkYGTqeTvn37ct111/Hpp582eu9IVQb/+c9/ctlll9GrVy9sNlvgfUXqeyKfJ8DSpUu56aabGDRoEAkJCaSkpDB69Gh+9atfcfTo0VZ9n8RPAVUsU4ZKREQkZkybNg2AdevWUV5eHnb+888/D7wuKipi8+bNTfZpr2Ag2Jw5c7j44ov58MMPycvLo6amhv379zN37lwmTJjA9u3bG712//79jB07ljvvvJNly5ZRUFCA2+0mLy+Pjz/+mB/+8IdMmzaNwsLCdn8fHamsrIxLL72UDz74AIvFwrx58/jNb34T0ufVV19lyJAh/N///R/r1q2jqKiImpoaDh8+zNtvv81FF13EbbfdhsfjafJZpmkye/Zsrr32Wj7++GNycnLwer2N9j+Rz7O6uprrr7+e888/n5dffpl9+/ZRVVVFWVkZW7du5U9/+hPDhg1j4cKFrfuGCbbOHoA0QQGViIhIzKgLgDweDytWrGDGjBkh55ctWxZ2PG7cuIh9evTowYgRI5p95osvvkhFRQWXXHIJR48e5corr+Thhx8O6ZOYmBjx2ueee44vv/ySadOm8ZOf/IRhw4ZRXFzMyy+/zMsvv0x+fj633norq1atCru2vLycCy64gL179wJw1VVXceutt9KrVy/27dvH008/zeeff86KFSuYOXMmy5cvx2q1Nvt+WuNE3nu08vPzufTSS1m3bh0Oh4N//OMfXHfddSF93nrrLX74wx9imiaDBg3irrvu4vTTT6dbt27s37+fF154gX/961+88MILpKSk8Je//KXR5z3xxBNs3ryZ73znO9xxxx2BzyhScZIT+TxN02TWrFl89NFHAMycOZPrrruOQYMGYbFYWL16NX/+8585ePAgs2bNYuXKlZx55pkn9s08lZhimqZplpSUmIBZUlLS2UOpt+FV0/zs/0xz3cudPZKY4fV5zb9u+Kv51w1/NfcW7+3s4YiIdLqqqipz27ZtZlVVVWcP5aTn8XjM5ORkEzB/85vfhJyrrq424+LiTMCcOXOmCZhXXnll2D1OO+00EzCvu+66kPabbrrJBMz+/ftHfHb//v1NwLzpppuaHOO+fftMIPB1++23mz6fL6zfbbfdFuizfv36sPO//OUvA+fvu+++sPM+n8+88cYbA32eeeaZsD7Tpk0zAXPatGlNjvmBBx4I3CeSlr73lgr+Hr344ouB9oMHD5rDhw83ATMhIcH897//HXZtfn6+mZqaagLmrbfearrd7ojP+O1vf2sCpsViMXfs2NHo8wFz9uzZET+jSH2j/TznzZtnAqbdbjc//vjjiM8qLCw0R44caQLmueeeG3b+xRdfDDxj3759Ee8Ri6L9O7I1sYGm/MWyugxVyWEoy+vcsYiISNdmmuCpOTW+2mntsdVqZcqUKUB4Nurrr7+murqa1NRUfvGLXwCwfPnykDVGx44dC0zJqps+2J569uzJU089FbY2CeCXv/xl4PUXX3wRcs7lcvH8888DMHLkSB588MGw6w3D4JlnniEzMxOAp59+ug1H3vF27tzJlClT2LlzJ2lpaSxevJhLLrkkrN+zzz5LSUkJvXv35plnnsFmizzZ6/e//z29e/fG5/Px8ssvN/rctLQ0nn766YifUUPRfp6maQbWgN19991hmdU66enpPPbYYwCsXLmSXbt2NTsm8dOUv5gW9Adm67twzk/A0rbp9K7GVIEOEZHoeN3wxZ87exQd4zv/BTZHu9x62rRpfPzxx4F1VElJSUD92qgpU6YwefJk4uPjA+uo6qb9dfT6qVmzZuF0OiOeGz58OElJSZSXlwem9dVZt24dxcXFgL9YRmNT+VJSUrjuuut49tln2bZtGzk5OfTs2bNN30NHWL9+PTNmzCA/P5/s7GwWLVrEmDFjIvb94IMPAH+Bksa+twA2m41JkybxzjvvRJyCV2fmzJkkJye3aJzRfp7btm1jz549gXs0ZerUqYHXq1atYujQoS0a26lOGapY5nPXv64ugZyNnTYUERERCV9HVacuYzV9+nScTmegEmBwJqvudbdu3Tj99NPbfazNrdFKT08H/EUYgm3dujXw+pxzzmnyHsHng6/raBUVFWzdurXRr8Z88cUXnHfeeeTn5zNgwABWrFjRaDDl9XrZuHEjAH/729/CKg42/HrnnXcAfzXAxjT2rEii/TzXrl0beD1p0qQmx1z3DwTNjVtCKUMVyxoWo6ip6JxxxCiVUBcRaQWr3Z+5ORVY7e126zPOOCOQCVi2bBkzZsygpqYmkIWoC7imT5/O0qVLWbZsGT//+c+B+gxVR0z3A0hISGjyvMXi/3f1hlXlgqv2de/evcl7ZGdnR7yuo61Zs4bzzjuv0fONzXD5+9//Hnj95ptvMnjw4EbvUVhY2GzVvkgqKysbPVcXBLVEtJ/nsWPHWvyMYE2NW0IpoIpllob/Q2h+fq2IiEhEhtFu0+BOJTabjXPPPZdFixYFMk5r1qyhqqqK1NRUxo8fD9QHTXXrqAoLC9m2bVvIua6gJWt7urIrr7ySDz/8EK/Xyw9/+EOWLVvW6LTF4EDltttu45577mnRMxyOxv/ctXVlxEiCx71w4cKwvc4a01wwLfUUUMWyhv/CdpL/pdZahgJMERHpBNOmTWPRokWBdVR1gdWUKVMCvyBPnDiRuLi4wDqqPXv2BLIkHbF+6kRkZGQEXufl5TFs2LBG+wZPCwu+DuozJk1t/gv+6Xonavr06VGts77qqqv4/ve/zw9+8AO+/fZbzj//fJYtW0aPHj3C+ga/P9M0GTVq1AmNuaPUFQ4BfxGMrjLurkRrqGKZM6VBgwKIYJryJyIinaHhOqq6qXzBgVLDdVR1fbKyshg5cmSrn9mRmaLgX7i//vrrJvuuXr064nVAoNhCUVFRk/f49ttvmzzf3u/9+9//Pi+99BIWi4UdO3Zw/vnnR5wm53A4Ap/dypUr23VMbakuawpda9xdiQKqWDZgSuixMlQKokREpNOdeeaZgQ1lFy9ezJdffgmEZ57qjpctWxbIYk2dOjWqACEuLg7wlzRvb2eccQZpaWkAvPTSS41mmMrKynjrrbcAOP3008Omyg0cOBDwB0wNCyXUKSgoYPHixU2OpyPe+4033siLL76IxWJh27ZtXHDBBRQUFIT1u+KKKwDYsWMHixYtarfxtKUJEybQp08fAObNm0d1dXUnj+jko4AqljkSoNf4oAYFVME05U9ERDqD3W5n8uTJALzwwgtUVFSErJ+qU7dW6rPPPgtUmot2/VRdsFJX/ro9OZ1ObrvtNsBfue+hhx4K62OaJnfddVcg6LjrrrvC+tS915qaGp566qmw8263m9tuu42qqqomx9NR73327Nk8//zzGIbB1q1bueCCCzh+/HhIn3vuuSdQCe+WW27hm2++afKeH330EZs3b263MbeExWLht7/9LQB79+5l9uzZTQanpaWlXX5fsY6mgCrWtWOloq5O2SoREeksdcFCSUkJELp+qs7EiRNxOp2UlZWd8PqpugBuzZo1PProo2zatIndu3eze/dujhw5EuW7aNzvfvc7Bg0aBMCDDz7IrFmz+Oijj1i/fj3vvvsu559/fmDD2kmTJvHjH/847B7f/e536d+/PwD3338/9957LytWrGDt2rW89NJLTJw4kQ8++CAwNbIxHfneb7nllkBJ9M2bN3PRRReFTFns0aMHL730EoZhkJOTw5lnnskdd9zBBx98wPr16/n666959913+c1vfsPgwYO5/PLLOXjwYJuOMRo//elPufrqqwF4++23GTlyJI899hiff/45GzduZPny5cybN48bbriBXr16RdzMWRqnohSxzhpUGcb0Nt5PREREOkxj0/uCxcXFMXHixMD6qYyMDEaPHh3V8+644w6effZZCgsLmTNnDnPmzAmcmzZtWsh+V20hOTmZJUuWcOmll7Jjxw7effdd3n333bB+5557Lh988EHEanUOh4NXXnmFGTNmUFFRweOPP87jjz8eOG+1WnniiScoLCzkq6++anQsHf3eb7/9drxeL//5n//Jhg0buOiii/j0008D0yCvueYa3n//fW6++WYKCwuZO3cuc+fOjXgvi8USmB7amQzD4M033+See+5h7ty57Nmzh1//+teN9leFv9ZRhirWBWeofAqoREREYsFZZ50Vsi9QY5mn4PZo108B9O7dm9WrV/OjH/2IIUOGBNYVtacBAwawadMmnn76aaZNm0ZmZiZ2u50ePXowY8YM/vGPf7B8+fKw6n7BpkyZwrp16/jhD39Ir169sNvt9OzZk2uvvZbly5dz9913NzuOznjvP/3pTwPTFNetW8fFF18cyEYCzJw5k3379vGnP/2J888/nx49emC324mPj2fgwIFcfvnl/OUvf2H//v1N7o/Vkex2O8888wybNm3iZz/7GaNHjyY1NRWr1Upqairjxo3jRz/6Ee+88w7bt2/v7OF2KYYZTY3Jk1BpaSmpqamUlJSQktKwul7H25tfzr6CCqalH8e2/X1/Y9+zYcgFnTuwTub2uXlu83MAzBg4g0Gpgzp5RCIinau6upp9+/YxcODADvlFU0SkK4n278jWxAaa8heD1u4v5Itd/kWePZJ7EShCaja9j8OpRkUpRERERKSzacpfDKqsqZ/a5/aZMPA7/gOfp5NGFJtUlEJEREREOpsCqhg0tk9a4LXNYgFL7TqqvG+gmd3GRURERESk4yigikGpCXb6pMcDUOP1Qlyq/4TXDfk7OnFksUVT/kRERESksymgilEZif5y6eUuL8Sn1Z8oOdw5A4pBmvInIiIiIp1NAVWMslj82Zf1B4rwxWfWn0jIbOSKU4RiKBERERGJIQqoYlRplTvwusIDZA2tPVJEISIiIiISK2IyoHrkkUc466yzSE5Opnv37lx11VXs3LmzyWvmz5+PYRghX115P444e/2O45U1XrD6pwBqc18RERERkdgRkwHV559/zp133slXX33F4sWLcbvdXHzxxVRUVDR5XUpKCjk5OYGvAwcOdNCI296kwfVT+8pdHrDUBlimAioRERERkVgRkxv7/vvf/w45nj9/Pt27d2fdunVMnTq10esMwyA7O7u9h9chUuLsDOqWyN78CipdXjBqY19t7isiIiIiEjNiMkPVUElJCQAZGRlN9isvL6d///707duXK6+8km+++abRvi6Xi9LS0pCvWGOz+D8er2mCUZuhOsWn/Kmyn4iIiIjEkpgPqHw+Hz//+c8599xzGTVqVKP9hg8fzt///nfef/99XnnlFXw+H5MnT+bw4chlxh955BFSU1MDX3379m2vtxC12kJ/eH2mMlQiIiIiIjEo5gOqO++8k61bt/LGG2802W/SpEnMnj2bcePGMW3aNP75z3/SrVs3/va3v0XsP2fOHEpKSgJfhw4dao/hn5C60ummaYKlLqA6tTNUIiIiIiKxJCbXUNW56667+PDDD1m+fDl9+vRp1bV2u53x48eze/fuiOedTidOp7MthtluLIY/oPJnqOqm/Pkg7xuwx0PGoE4cnYiIiIiIxGSGyjRN7rrrLt577z0+++wzBg4c2Op7eL1etmzZQs+ePdthhB3DWvvp5JZW46N2/l/lcdj2AWx6s/MGJiIiIiIiQIxmqO68805ee+013n//fZKTk8nNzQUgNTWV+Ph4AGbPnk3v3r155JFHAPjDH/7AxIkTGTJkCMXFxTz22GMcOHCA2267rdPex4kyajNUe/Mr+KaygtEArtgrniEiIiIicqqKyYDq2WefBWD69Okh7S+++CI333wzAAcPHsRiqU+wFRUVcfvtt5Obm0t6ejpnnHEGX375JaeffnpHDbvNWWsDKoBvcsoZnUFoUQqfr35t1SlCVf5EREREJJbEZEBlms3/0rxs2bKQ48cff5zHH3+8nUbUOSxBAZUZqcqf6SVGZ22KiIiIiJwS9Nt4DAtOPpl1H1V10JS/U3xPKhERERGRzqaAKoYFT/kzLdbwDiqhLiIi0qEefPBBDMMIrHOWlpk+fTqGYYQt55COtX///sDP7/z58zt7OCfNz4UCqhhWtw9V7VF4B2WoREREREQ6lQKqGGZRhipMS9bXiYiIiEjnOBWzuAqoYlhwgqrGlhrewecLbxMRERERkQ6jgCqGWYMiquq4jPAOp2CGSkRERKShZcuWnXJZEYkdCqhiWGjZdBuMvCq0g9ZQiYiIiIh0KgVUMSw4oDIMoPtpoR2UoRIREYk5GzdupEePHhiGQc+ePdm8eXNYn6VLl3LTTTcxaNAgEhISSElJYfTo0fzqV7/i6NGjjd674fqUkpISHnroIcaPH09aWlpI9baGfaurq3nssceYMGECycnJJCcnc/bZZ/P000/j8XiafV/V1dU8/fTTXHDBBWRnZ+NwOOjevTsXXnghL7zwQovu0VW1pjregAEDMAyDm2++Oezc/PnzA/fZv38/Pp+PefPmMXnyZNLT00lMTGTMmDH87//+L5WVlU0+Z926dfzoRz9i2LBhJCYmEhcXR9++fTnjjDO48847+eCDD6Jee15TU8MzzzzDeeedR7du3XA4HGRnZ3PZZZfxyiuv4Iuw7KTuvf3+978PtNW91+Cv/fv3N/rcI0eOcO+99zJkyBDi4+PJzMzkkksu4eOPP47qfXSUmNzYV/yCp/wZREhhH98NqX06cEQiIiLSlC+++IKZM2dSUlLCgAED+PTTTxk8eHDgfHV1NbfccgtvvPFG2LVbt25l69atPPvss7z++uvMnDmzyWft2rWLiy++uMlfUOvk5eUxY8YMNm7cGNK+Zs0a1qxZwyeffMKCBQuwWCL/W/umTZu48sorOXDgQEh7fn4+S5YsYcmSJfztb39j4cKF9OjRo9nxCFRWVnLxxRezZMmSkPYtW7awZcsWPvjgAz777DMSExPDrn388cf55S9/GRbYHD58mMOHD7N+/XqeeeYZysrKSEpKatW49u/fz6WXXsqOHTtC2vPy8vj444/5+OOP+dvf/sb7779PRkaEJSlRWrlyJVdddRUFBQWBturqaj755BM++eQTHnvsMX75y1+22fPakjJUMcwX9K8K1W4vPl+Df2U4sKqDR9T5TFTlT0REYtNHH33EJZdcQklJCSNHjmTlypUhwZRpmsyaNSsQTM2cOZN//OMfrFy5klWrVvHkk0/Sr18/KioqmDVrFmvXrm3yebNmzeLIkSP87Gc/Y/Hixaxdu5bXX3+d4cOHh/W95ppr2LZtG3fffTeLFy9m3bp1vPbaa5x2mn/2y8KFC3nuueciPmf37t1MmzaNAwcOkJKSwpw5c3jvvfdYu3YtixYt4s4778Rms7FmzRquvPJK3G53tN/CU8rtt98eyFR+9NFHrFu3jvfee49JkyYBsHr1ah5++OGw6zZv3hwIpgYOHMif//xnlixZwoYNG1i+fDnPPfccN9xwQ8RArDnl5eVccMEFgWDqqquu4oMPPmDt2rW8/fbbTJs2DYAVK1Ywc+ZMvN762VJXXXUVW7Zs4Y477gi01QWHwV+9e/cOe25OTg5XXXUVFouFRx99lBUrVrB69Wr+8pe/kJaWBsCcOXP45ptvWv2eOoQppmmaZklJiQmYJSUlnT2UgKIKl/mXT3YGvhZ/k2uan/1f6NcpptJdaf51w1/Nv274q7mneE9nD0dEpNNVVVWZ27ZtM6uqqjp7KKeEBx54wATMhr9Cvfrqq6bNZjMB8+yzzzaPHz8edu28efNMwLTb7ebHH38c8f6FhYXmyJEjTcA899xzm3y+xWIxFy1a1KKx2u12c+nSpWF9jh8/bvbo0cMEzDFjxkS8z+TJk03AHD9+vJmfnx+xz8cff2xaLBYTMOfNmxd2ftq0aSZgTps2rdHxnoilS5dG/Fzayr59+wL3f/HFF5vs279/fxMwb7rpprBzL774YuA+gPmPf/wjrE91dbU5atQoEzAzMzNNt9sdcv7+++83ATMxMdHMzc1tdBzFxcWm1+tt1fv45S9/GTh/3333hZ33+XzmjTfeGOjzzDPPhPVp7M9IJHU/F4DZv39/8/Dhw2F9vvjiC9MwDBMw77777mbv2VC0f0e2JjZQhiqGpSU4mDm2V+B4y5GSThyNiIh0ZaZp4va6T4kvs4P3LHzmmWf4wQ9+gMfj4YILLmDJkiVhU6FM0+SPf/wjAHfffTczZsyIeK/09HQee+wxwD8FateuXY0+9+abb+biiy9u0Rh/9rOfMX369LD2jIwMbrnlFsCfTSgpCf1d44svvuDLL78E4KWXXiIrKyvi/WfMmMGsWbMAml1jJH7XXHMNP/jBD8LanU4nd911FwDHjx9n27ZtIedzc3MBGDZsWJPTK1NTUxudwhmJy+Xi+eefB2DkyJE8+OCDYX0Mw+CZZ54hMzMTgKeffrrF92/OU089FTF7NWXKFM455xzA//MYi7SGKsY5bYp5RUTkxHl8Hp7bEnlK18nm9tG3Y7faO+RZDz/8MPfffz8AV199Na+//jpOpzOs37Zt29izZw9AIPBozNSpUwOvV61axdChQyP2u/HGG1s8zqb6nnHGGYA/6Nu3bx/jxo0LnPvggw8AGD58OKNHj27yGVOnTuWtt95izZo1eDwebDb9mtmUlnwmAHv37mXMmDGB4549ewL+n6nVq1dz9tlnt8l41q1bR3FxMeAP1q1Wa8R+KSkpXHfddTz77LNs27aNnJycwJiilZaWxne/+91Gz59xxhl89dVX7N2794Se017023qMCy5MESah7RYCioiISOv84he/CARTt9xyC2+//XbEYAoIWQ81adKkiNXP6r6CiwjUZSMiCf4luzkjRoxo9FxwNq2srCziuHfu3NnkmA3DCGRV3G43hYWFLR5bS02fPr3RZ5933nmBfk2NMVLlvc4S7Wdy/fXXY7fbcblcnHvuucycOZO5c+eydevWE8rObt26NfC6LiPUmODzwddFa+jQoU1m0+q+Hw2/F7FC/3QQ45oMqLyn3qLPjp7GISJysrBZbNw++vbOHkaHsFk65tebJ554AoBRo0bx/PPPN/kL4bFjx6J6RlOls9PT01t8n4SEhEbPBY87uMgAtM+4xS/az2TEiBG8/vrr3H777RQVFfHhhx/y4YcfApCVlcWMGTP48Y9/zHe+851WjSc4CO7evXuTfbOzsyNeF62mvhdQ//2IVK49FiiginFNTvnznbz7PYiISNsyDKPDpsGdKq699lreffddtm7dyj333MNTTz3VaN/gX4oXLlzIgAEDWvSMpn6xbWxKVluqG/fYsWN55ZVXWnxdpLUwJ+rFF1+koqIi4rk1a9Zw6623Av61YI1pTRAay6699louvPBC3nzzTRYtWsQXX3xBfn4+BQUFvPLKK7zyyivcdNNN/P3vf2/VOqo6dXuXScsooIpxcfbQvyzNzCEYx3f7DxRQiYiIdJrXX3+d6667jgULFvD0009js9l4/PHHI/atW8QP/vUio0aN6qhhnpC6cZeXl3f6mAcOHNjoueC9i9pjnMFBSXNZksaCvraWmprKj3/8Y3784x8DsH37dt5//32eeuopjh49yksvvcT48eO55557WnS/4GmGeXl5DBs2rNG+wVNR23Ivqq5Ka6hiXMMM1SLfmdDnLP+BzwOaAiciItIp7HY7b775JpdffjngnwL4q1/9KmLf8ePHB16vXLmyQ8bXFurGvXfv3ibXc53skpOTA6+Liooa7VdYWMjx48c7YkhhTjvtNP77v/+br776KrAH1VtvvdXi64MD0a+//rrJvqtXr454HZya2S0FVDGu4Q/l9nw3DDjXf2CaUF3c8YMSERERABwOB++++y6XXXYZAH/605/47//+77B+EyZMoE+fPgDMmzeP6urqDh1ntK644grAv4b5ySef7OTRdJ709PTABrNNbbj8xhtvdPp67759+wayS8GZu+acccYZgff40ksvNZqJKysrCwRqp59+eliFv7i4uMBrl8vVmqF3WQqouiJL0Bz4fbFZj19ERORU4XA4+Oc//8kll1wCwB//+Efuu+++kD4Wi4Xf/va3gD/bM3v27CZ/2SwtLW3TPX6idfHFFwfKcj/22GPNZjy2bNnCwoULO2JoHa6unP37778fKIEfbOfOnYGqj+1pwYIFgfLmkRw6dIgdO3YATU+TbMjpdHLbbbcB/sp9Dz30UFgf0zS56667AoFaXWXHYMEBVqTv08lIAVUXcN1ZfUOOfcEfm9XRwaMRERGRhpxOJwsWLOCiiy4C4H//93954IEHQvr89Kc/5eqrrwbg7bffZuTIkTz22GN8/vnnbNy4keXLlzNv3jxuuOEGevXqFXFj1c7w2muvkZGRgdfr5T/+4z+44oorePXVV1m9ejXr1q3j448/5v/+7/+YNGkSY8aM4fPPP+/sIbeL//zP/wSgqqqK6dOn88ILL7B+/XqWL1/OAw88wDnnnENGRgbdunVr13E88cQT9O7dm+uuu465c+cGfn6WLl3KY489xrnnnktVVRXg/5lrjd/97ncMGjQIgAcffJBZs2bx0UcfsX79et59913OP/98Xn75ZcBf/r9u/VawyZMnB17/4he/YPny5ezatYvdu3eze/duPJ6TrwaAilJ0Ab1S40KOK9xekvueBYfWgKX9K/yIiIhI8+Li4nj//fe5/PLL+eyzz/jDH/6A3W4PZKsMw+DNN9/knnvuYe7cuezZs4df//rXjd6vudLVHWXw4MGsWrWKa6+9lq1bt7Jw4cIms1ApKSkdOLqOc8kll3D33Xfz//7f/+Pw4cOBbE6dfv368cEHH3DppZe2+1gqKyt5++23efvttyOet1gs/P73v+eqq65q1X2Tk5NZsmQJl156KTt27ODdd9/l3XffDet37rnn8sEHH0SsNDlkyBCuu+463nrrLT755BM++eSTkPP79u1rcZXLrkIBVRfQcB1VtdtHst2/2BDPqTE3NSLV4xARkRgTHx/PwoULueyyy/j888+5//77sVqtzJkzB/AXsnjmmWe44447eO6551i2bBkHDx6kvLycpKQkBg4cyBlnnMGll14aKHYRC4YNG8bGjRt56623ePfdd1mzZg35+fl4vV4yMzMZPnw4U6ZM4eqrr2bChAmdPdx28+STTzJx4kTmzp3Lxo0bcbvd9OvXj6uvvppf/vKXIdUc28vrr7/Ohx9+yLJly9i2bRu5ubkUFBQQFxdH//79mTp1Kj/96U9btfFzsAEDBrBp0yaee+453n77bbZu3UppaSkZGRmMHz+eG2+8kRtuuKHJcuyvvPIKZ555Ju+88w47d+6krKwsZveQaguG2dkr52JEaWkpqamplJSUxOS/rDy++NvA61ln9KFv1Xb49hPoNgxGXduJI+tYle5K5n8zH4AZA2YwKG1Q5w5IRKSTVVdXs2/fPgYOHBiyGFxERKL/O7I1sYHWUHVB1W5v/dopr7tzByMiIiIicgpTQNUFVbt9YHX6D06xKX+m5vmJiIiISAxRQNUFVbm9YKvLUNV07mBERERERE5hCqi6II/XVz/l7xTLUImIiIiIxBIFVF1QjTdoyt8pnKHS9D8RERER6WwKqLogj9cMnfKnQo0iIiIiIp1CAVUX5A7OUJmmKv2JiIiIiHQSBVRdkNtngtUOdRv+luV07oA6kLZNExEREZFYooCqC/J4ff5gqi642Pha5w5IREREROQUpYCqixjWIznw2u31hXfwnHrFKZStEhEREZHOpoCqi7hsdDYXj+wBgNtbG0hYrFR7vHxztIR9R0+daX8iIhJO/8gkIhKuI/5uVEDVRRiGQVqCv7JfIEM17gY2HCymtNrD0o17OnF0IiLSWSwW///Kfb4IsxdERE5xdX831v1d2R4UUHUhdou/CIWnNkN13NqN0rheANh81Z02ro6kvadERELZ7XasVisVFRWdPRQRkZhTXV2NxWLBZrO12zMUUHUhdqv/43LXRtoVLi8ei798us3n6rRxiYhI5zEMg+TkZEpLSzXtT0SkgfLychISEpShEj+b1Z+hcnv8/8O0Wg08hn8a4KkYUClbJSLil5qaitvt5ujRowqqRERqFRUVUVlZSUpKSrs+p/1yX9Lm6jJUPtPE6zMxTTOQobL6Tr0qfyIi4peQkECfPn04fPgwVVVVpKSkkJCQgNVqxajbs1BE5BRgmiYej4eSkhLKyspIT08nNTW1XZ+pgKoLqQuowF+Ywusz8WrKn4iIAMnJyfTv35+SkhKKi4s5fvx4Zw9JRKTTOJ1OevToQXp6ers/SwFVF2K1GFgMA59psvFQMd2TnbitcQA4vVqMLCJyqktISCAhIYHs7Gzcbrcq/4nIKclqtWKz2TosQ6+AKkbllOeQYE8g1RmaovTVzo1ftec4M0ZlU+bw702V4soBnxcs1g4fa0fSuikRkeYZhoHD4ejsYYiInBJUlCIGFVUX8d7u93h1+6tN9jtW5qLKno6JgcPig5raLJXP2wGj7HwKrkRERESksymgikEFVQUt6ne83AWGgccah88E3JVQUQAr/gJ7lrbvIEVERERERAFVLPKZ9XPeG5a/tQTNBT1wvBIAtyXe389dCbsWg9cDB7/qmMGKiIiIiJzCFFDFOK8ZOn3vmgm9w/q4rfH4TDBrKqC6pKOGJiIiIiJyylNAFYOC1wZ5fJ6Qc30zEji9V+jmZG5rPADeqlJwlbX/AEVEREREBFBAFZO8QUUlGgZUAA5r6MdWZfNXAvRVFEKE/ieT4CmQDadDioiIiIh0NAVUMcjtcwdeRwqobNbQmvrVtQGVt7KwfQcmIiIiIiIhFFDFoBpvTeC1x4wQUFlCPzZP7ea+XldlaMdDa9p+cCIiIiIiEqCAKgY1l6HyNZjq5jXs/naPK7Tj7k/bfnAiIiIiIhKggCoGnZ55euC12+sOO19SFdrmM2wAmNUqSCEiIiIi0pEUUMWg9Lh0eiT0AMBthgdUfdLjQ469Fn+Gqqrm5C5IISIiIiISa2ydPQCJzGbxfzSRpvyN7JWKw2bhcGEVJVVucvL9a6f2FVSQnRLXoeMUERERETmVKaCKUU0FVFaLwYjsFEZk+/ejenKRNvMVEREREekMmvIXo5oKqBrqlZHc3sMREREREZEIFFDFKHvtuqiWBFSTh3YDIN6uj1NEREREpCPpN/AY1ZoMldXwb/TrM5vpKCIiIiIibUoBVYxqTUBVt8+veQoEVGbQmzQ5Bd6wiIiIiMQ0BVQxKjDlz2xBQFWboYoYYJwKUZaIiIiISCeJKqCqrKzk4MGDVFRUhLQXFRXx3//931x++eX853/+J3v27GmTQZ6K6jJUbl/4PlQNWQ2Dw6ln+Kf8ZQwKPamASkRERESk3URVNv2hhx7i//v//j9Wr17NGWecAYDL5WLixIns3r07MC3rnXfeYdOmTfTs2bPtRnyKqMtQub3NB1QWi8HhlAmUJA/h7NNHwYon6k+aPpSIFBERERFpH1H9pv3ZZ58xePDgQDAF8Morr7Br1y7OO+88Fi1axN13301BQQGPP/54mw32VBJviwegylPVbF+rxQDDoMKaBoY19KTpa4fRiYiIiIgIRBlQHTx4kKFDh4a0ffDBBxiGwYsvvshFF13EE088wbBhw/j444/bZKCnmrqAqtJT2Wzf+ip/Jp/vPk5lTdC6q9V/g6Mb2mWMnSF4nZip6YwiIiIi0smiCqiKiopIS0sLHJumyYoVKxgzZgx9+/YNtI8dO5ZDhw6d8CBPRa3JUNXGUwBsOFjM5sMl9Q2uctj577YenoiIiIiIEGVAlZ2dzb59+wLH69ato6ioiGnTpoX0M4J/05dWSbQnYmBQ460htyK3yb5WS/332cTSsmLi+1fCyv8HZXknNlARERERkVNYVAHVuHHjWL16NQsWLKCsrIyHHnoIwzC4/PLLQ/rt2rWLXr16tclATzUOq4PBaYMB2HZ8W5N9rcGBa0uCWHcV7FsONRWw9u8nMkwRERERkVNaVAHVr3/9awCuvfZa0tLSWLhwIWPHjuX8888P9MnLy2PTpk0hhSukdYakDQGgsLqwyX4Wi9GiOCpAhSpERERERNpEVAHV5MmTee+995gyZQojRozgBz/4AR988AEWS/3tXn/9dZKTk5kxY0abDfZUU1c63evzNtvXegpOr4y4kbGIiIiISAeKah8qgJkzZzJz5sxGz//85z/n5z//ebS3F+o39/WYHtw+NwZGoK0hj68+uNiTMY1JbA3vlPcN+Dzhm/92IQqiRERERCSWaMfXGGa1+PeUcnldzN86nzd3vtmi6/KThoc3et2w7QPY8S+oaVCKveQwfPsJuKtPdMgiIiIiIqeUqAKqvLw8li9fTl5eaIW4PXv28P3vf59Ro0Zx2WWXsWrVqjYZ5KmqLhtV7anG7XNT4irB18j6p1G9U5u+mTsoiPLWhJ5b/w84sg6Orj+R4YqIiIiInHKiCqgeffRRzjvvPEpK6vc7Ki0tZcqUKbz99tts27aNf//731x44YXs2rWr1fd/5JFHOOuss0hOTqZ79+5cddVV7Ny5s9nr3n77bUaMGEFcXByjR4/mX//6V6ufHUushjWsrbH1VMN7JDd9M3fQflY+d+Q+3kbaO8iGYxtYenCpNuwVERERkS4jqoBq2bJlnH766QwbNizQNn/+fPLy8rj++uvZuXMnf/nLX6iqquLPf/5zq+//+eefc+edd/LVV1+xePFi3G43F198MRUVFY1e8+WXX3L99dfzox/9iA0bNnDVVVdx1VVXsXVrhLVEXUSk9VJeM3JAlZnkaPpmIRmqRgInZ1JLh9YuVh1dxfbC7eRVam8sEREREekaogqojhw5wqBBoYUNPvroI2w2G0888QRDhw7l5z//OWPHjuXzzz9v9f3//e9/c/PNNzNy5EjGjh3L/PnzOXjwIOvWrWv0mieffJIZM2bwq1/9itNOO42HHnqICRMm8PTTT7f6+bGiNQFVotPGBad1B8Bpj/CxusqDblITfh7AFxvl1N2NZdAgJHulAhUiIiIi0tmiCqjKyspISEgIHHu9XlatWsUZZ5xBVlZWoH3EiBEcPnz4hAdZN7UwIyOj0T6rVq3iwgsvDGm75JJLGl3H5XK5KC0tDfmKNRGn/DUSUAH0z0gEIOKMuR0fBd2kkYCqiXuLiIiIiEi4qAKqXr16sWPHjsDxihUrKC8vZ/r06SH9PB4PDkczU9Ga4fP5+PnPf865557LqFGjGu2Xm5tLjx49Qtp69OhBbm5uxP6PPPIIqampga++ffue0DjbQ6SAak/xnsb7W/17UXm8zWRuvJ7I7TGy4a/BqbenloiIiIh0TVEFVJMmTWLz5s088cQTbNmyhfvuuw/DMML2pdq+fTu9e/c+oQHeeeedbN26lTfeeOOE7tPQnDlzKCkpCXwdOnSoTe/fFowIm/WuOtp45USbxd/fZ5p4RjS+R1jjU/6UoRIRERERaY2oAqo5c+bgdDr5r//6L8aNG8fKlSuZPn06kydPDvTZv38/27Zt45xzzol6cHfddRcffvghS5cupU+fPk32zc7ODivjnpeXR3Z2dsT+TqeTlJSUkK+uzmmzkODwZ7U+PZ7FkfE/B0dieEdN+RMRERERaRNRBVQjR45kxYoV/OAHP2DGjBncd999LFiwIKTPokWLGDt2LFdddVWr72+aJnfddRfvvfcen332GQMHDmz2mkmTJrFkyZKQtsWLFzNp0qRWPz+WnJV9Vlibxxd5yp5hGHRPcQKwPaeUt9Ycwm1xhnds5PpYmfLXYqpJISIiIiKdLLyMXAtNmDCBl156qdHzP/nJT/jJT34S1b3vvPNOXnvtNd5//32Sk5MD66BSU1OJj48HYPbs2fTu3ZtHHnkEgHvuuYdp06bx5z//me9+97u88cYbrF27lnnz5kU1hlhht9jD2r7K+YopvadE7B9vD/1Il+4p4+KGsy5jvMpfU1TZT0RERERiSVQZqvb27LPPUlJSwvTp0+nZs2fg68033wz0OXjwIDk5OYHjyZMn89prrzFv3jzGjh3LO++8w4IFC5osZNEVRCpMsbWg8b214hqUTPdYHOFBSAxO+dNmviIiIiLSFUWdoQL/GqW///3vfPHFFxw5cgSA3r17M3XqVG655Zawqnst1ZJfrpctWxbW9r3vfY/vfe97UT0zVkXai6qpLI3TFhqAeSxOTLOckPoWnsYCqvbNUBVW1HCwsJLRvVOxWlTJT0RERES6vqgDqnfffZdbb72V8vLykABoy5YtLFq0iEcffZQXXniBa6+9tk0GeqqyGBGSiE3Emw039fUHVBBSibxof+SL27nK30tf+p/r9fk4o3/onmKayiciIiIiXVFUU/7Wrl3L9ddfT0VFBVdffTXvvfceGzZsYOPGjSxYsIBrrrmG8vJybrjhBtauXdvWYz7lNRV8xDXIUPkMW8uDlQ6a8ne0uDr80VFM+VMQJiIiIiKdLaoM1SOPPILX6+Wdd97h6quvDjk3ZswYrrjiCt577z2uvfZaHn30Ud555502GeypqLVBQ1Zyw42UDVocq3RQlb8I22uFvM9I+2+JiIiIiMSiqDJUK1asYPLkyWHBVLCrr76ac889ly+++CLqwUnrMzfdk+NCr8fAF3wPR0LjF3fQxr4GCphERERE5OQQVUBVUlJCv379mu3Xr18/SkpKonmE1HJaI+wjBeSU50Rsb8g0LKEZKltco307KkMVqR6Fpu+JiIiISFcUVUCVnZ3Nhg0bmu23ceNGsrOzo3mE1BqQOoARGSM4s8eZIe3v7X6vRdfnJZ3G7vzy+gZb5AAN6NQpf4qnRERERKQriiqguuSSS9i5cye//e1v8XrDp4mZpsl9993Hjh07mDFjxgkP8lRmMSyc3+98RmVFt5+WxxrP6pSL6xsayXgBHTbljwhT/qLJUGnvKhERERHpbFEVpbj//vv55z//yR//+Edef/11rrvuOgYMGADAgQMHePvtt9m/fz+ZmZncd999bTneU1abFWpo6j4+d9s8I4ohaMqfiIiIiHRFUQVUffr04bPPPuPGG29k69atPPbYY4Ff+OuyBqNHj+bVV1+lT58+bTfaU5jVsDbfqRFuS9C6qeCszpALYPeS+mOfJ+pntMaJhIbKSomIiIhILIl6Y9/Ro0ezefNmli1bxhdffMHRo0cB6NWrF9/5zneYPn16W41RaGSD3xaqdGSRl3kOtqRUMkt21J/oe3ZoQOXtoIAqQopKgZKIiIiIdEVRB1R1pk+fruCpA0QKqNbmrsVmsTG229hmpwS+ltcH8uAXiYWhJ876EeRsgsNrO27KX4Q2TfkTERERka4o+rSHdKhIAdXq3NV8efRLDpcfbvmNup/u/2/GIP9/k7pDr/H+1x015S/SGqqgDJX2qRIRERGRrqJFGarly5ef0EOmTp16QtdL0xbuWcgPTv8BKY6UZvuaA6ZgJGdD5pD6Rkvtj0ELp/zVeHx8m1fGoG6JJDhaluQMCZiaiZdamq1SVktEREREOluLfhuePn36CVWZi1RaXVrv1lG34vK6eHX7q2Hn1uetZ3rf6QBcPb43y3flc7y8Jqyfx7Bj7zEytLEuoPJ5/EUrmvmsP/82n61HSshKcvDDSQNaNHZfUOzTXAaqqfVUCqJEREREJJa0KKCaPXt225XtlqjF2eJwNrKPlC9oU94BWYkMyErk8cXfhvXz+kzsDQsGWu1BN/KEHkew61gZAAURArbGeH1NZ6gUKImIiIhIV9SigGr+/PntPAxpqdYEtmcPzGD1vtAiFFuOlFDh8jBtWLf6e1mCfgxaEFBFs8bJFzLlr+kqfwquRERERKSrUFGKk9jkwZlhbSt2FbDhYDGHCqvqGy1W/xdA4b52GYuvNWXRFU+JiIiISBehgOokESmrYxgGKfGRs001Xl9oQ/pA/38L9/j/W3oUaioiXhucYGrp/lHBU/4iXRNNVkqZLBERERHpbAqoTnKZiY6I7XZrg2l3daXTy3Kh5Aisewm+ejbitcFXvrHmED5f84FNcI9IMVhwcKRASURERES6CgVUJ4mdhTup9lSHtSfHRV4mZ2m4jikhw//f6mIoPuB/7W1+o9/ckmqKKpsvThEcREWa/tfSTFdL+4mIiIiIdAQFVCeRDcc2hLU5bJE/Ym/DrJKzdg8rryc0+okQwDSMxWzWFvwYNX3LBl0VNImIiIhI16CA6iRS6akMa3PaGtZI9/M2jGqsNnAk+F8HZ7oiZKnCqvy1Mv5prkCFslAiIiIi0lUooOriZg6eGXid4kgJO99Y8ijiuidnsv+/wQGVq6zZMbSkgl9w1inSo6MJohR4iYiIiEhnU0DVBZ3Z40wcVgc3jLiBvsl9GZ01Ggjd3LdOY/UiwjJUAI4k/3+Dg6hj28K6NZzy16KAKqRL01X+NOVPRERERLqKFm3sK7Hl7J5nc2b2mVgMfzxsrd1DyuvzhvVtrAJf2BoqAEei/7/BAVVVYXi/hs9oQfwT3CVihqqFAZWCLRERERGJJVEFVIMGDWpRP4fDQWZmJuPHj+fGG29k0qRJ0TxOIqgLpgBshv9j3FOyh8m9J4f0S2qkyt/6g8WM7JUa2lgXUFUU1Le5ypsdi8sTHsg1RTP1RERERORkEVVAtX///lb1X7VqFc8++yw/+9nPeOKJJ6J5pDShLkNVVlNGQVUBWfFZgXOnZaeQX+YiOc7G8m/rA6WCMlf4jeqm/AWrCQ+ojAZz/t5ee5hfXDSsyTEGr3dqtmy6Ai4RERER6SKiWkPl8/m45557SE1N5X/+53/YvHkzxcXFFBcXs2XLFu677z7S0tL42c9+xsGDB3nttdfo1asXTz31FG+88UZbv4dTntWor+SXW5Ebcs5iMZg+vDvDeiQ3fyN7QnibqzQspWSE92pW6JQ/raESERERkZNDVBmqZ555hmeffZavvvqKcePGhZwbOXIkf/jDH7j22ms5++yzGTp0KHfddRcjRozgzDPP5Pnnn+f73/9+W4xdagUXo6jyVEXsY2/JXlF1U/6CeT1QVVS/8W+UNM1PRERERE5GUWWonn32WaZPnx4WTAUbO3Ys559/PnPnzgVg3LhxnHHGGWzYEL75rJwYr1m/hul49fGIfWyW8LxSWMGKSFP+ACpDC1M0rPIH4PGGVxgMFpx1ilQQI3jKn8qhi4iIiEhXEVVAtWfPHtLT05vtl5aWxt69ewPHAwcOpLy8+SIH0jpuX/3mu3kVeRH72KwWzhoQmmXyNAxsbM7ID/CGrreKNOWv2tN0QBXyXG8zG/tqyp+IiIiIdBFRBVTp6emsWLGCmpqaRvvU1NSwYsWKkMCrtLSUtLS0aB4pTQgul17jbfwzmTI0K+R43YGi0A5WeyMPaPyedVzuZir9BcVINRGyWQqiRERERKQriiqguuKKKzhy5Ajf//73OXjwYNj5w4cPc/3113P06FGuvPLKQPv27dtbXHJdWq5/Sv/Aa7fP3eSUuRmjsgOvv9p7nOrgQMjSWEDlCTlsWOUPwNVMhip4RJGmB4ZM+VNwJSIiIiJdRFRFKR5++GGWLFnCggUL+PDDDznrrLPo27cvAIcOHWLt2rW43W6GDBnCQw89BMD69evJzc3l1ltvbbvRCwB9k/ty+aDL+XDvhwB4fB7sjWSbTuuZwr+31lcCdLl9xNlrqwRaGomvG2SoIq2hirhRcJDgGC9sqiENqvy1cA2VAi8RERER6WxRBVSZmZmsWrWK3/zmN7z22musWrWKVatWBc7HxcUxe/ZsHn30UTIzMwGYMGECVVWRK9DJiTEMg77JfTEwMDGp8dU0GlA1VOn2kEozfVsw5c/dTFGKYJGm/ImIiIiIdEVRBVTgD6qef/55nnzySdatW0dOTg4APXv25IwzziAxMUIJbmk3hmFgt9qp8dbg9rppLkaq88WuAq47s2/TnQ6vhcHn1T8rQpdmM1RB2aTmilI0eR9VABQRERGRGBJ1QFUnMTGRqVOntsVY5ATZLbUBVVDVv+YcKaoit6Sa7NS4xjv5POBx+asAVpfQo3AtxdaheKzxgS7u5ir3BZ32+ky8PhNrUCn3lq6h2lG4o8nniIiIiIh0pKiKUkhsstcWlWhNQAVQVt2C/tsXQlUxrJ5Hj8I1DDm+NOR08xmqUA2nCLZkPZTL62J74fbmxyoiIiIi0kGizlC5XC5ef/11li9fTk5ODi6XK2I/wzBYsmRJ1AOUlqtbN9VU6fRIIhWJCFOwy/+FP9uUVn0k5LTb17p1UQ2f2ZKiFMHl4ZvqJyIiIiLSUaIKqI4cOcIFF1zArl27mv2lNlKJbWkfdRmqnUU7KXIVkRWfRd/kZtZH0SC7NPQi2LXY/9qZ7C/pV13a4AoTs8Hn2uxmvQ1+TprKaKl6n4iIiIh0FVEFVL/61a/49ttvmTx5Mvfeey/Dhg0jOTm5rccmreTx+feL2lO8hz3FewD4z3H/GdbPbjVC1jyFZIv6nAlVRf5CFIOmw57Pwq43TTAbzBb1NJOhahh3NwyolG0SERERka4oqoBq0aJF9OvXj08//ZS4uCaKGUiHajglrjE2qwW3t75vTcNNeYdcCP0m+jNUuxdHvIfFDN3st7WV+xoGYCFT/pShEhEREZEuIqqiFC6Xi3POOUfBVBcVZwv92KvdDQIxw/AHUwAZg8Kuj3f4NwLuXl5fIKK5ohQNhfU3G3ktIiIiIhLDogqoRo8eTUFBQVuPRU6Qj5YVhpgxqmfI8boDRezNLweguLKGLYdL8NUFPMMubfQ+p/t2BV43t7Fvwxl90exF1TBzpUyWiIiIiHS2qAKq3/zmNyxfvpzVq1e39XjkBPjMlgVU2alxnNYzJaTt/Y1HAXhx5X4+3Z7HpsPF/hM2B2SPinifXvE1TB3Wzd+tIhff9g9ZtH4Xq/cVhvVtGPyEraFqwZQ/rbMSERERkVgT1RqqCRMmcO+993LBBRdw7733ctFFF9GnTx8slsjxWb9+/U5okNIyyY5kSlwlIW2maUastNhc8cUjxVWM75fuP7A6Qu9Zdw+Pi8SKQ0Acvfe+RUmyE2/JXlZ2m8HZAzMajCP0/tGUTVdGSkRERERiTVQB1YABAzAMA9M0efjhh3n44Ycb7WsYBh6Pp9Hz0nam953OK9teCWnzml5sRss+5uBAxiAo4rInBF4WVdZQXOkO9Ekq2ABMwmeauL0+4t3FLXpWNFX+FFCJiIiISKyJKqCaOnWq9peKQSmOFLondOdY5bFA29aCrQxMHUiqMzWk76CsRLYdDd1f6nhF/YbAluCPN7Fb4OWO3LL6dgOsFn+BCp/PrM1CGYFjS9BNGoZC0VT505Q/EREREYk1UQVUy5Yta+NhSFtpWDr9y6Nfsq9kHxf0v4AlB5YwptsYBqcNZkj3JK4Y14vl3+YHMk5vrz0cuC4kXk7tDRYrNLi3AYGgyWeC16zf8Nft8+GsDbagbTb2bXgPBVgiIiIi0tmiKkohsctrhu9FlVORw6qjq8ipyGHR/kWAfyrm4G5J3HLuQCYPzgRCy6eHZCCdyXD27RGfZ7H4Y3KfafqzVLU/Ug2r+IVnqFpfsU9T/kREREQk1iigOskkBK13Cub2uRu9JivZGdYWNqEzPj28jwFWq/9HyOcza7NO/iubK4ve1D5UKkohIiIiIl1Fi6b8vfzyywBcffXVJCcnB45bavbs2a0fmURlcq/JvPPtO2HtTRWmSHBYw9oaC12MBucstdP63D6ToyXVmI6k2mMfa/YXkpXkZGBWYliVv7DjlmSoNMVPRERERGJMiwKqm2++GcMwmDhxIsnJyYHj5tSV7FZA1XG6J3Tn5pE3M/+b+SHtVZ6qwOuGpdTj7eEBVWMZJovFCGSXDOozVHVtdVP+9hwr58s9xwH4xUXDaBii+aJYD6UMlYiIiIjEmhYFVL/73e8wDIOsrKyQY4lNkab95VflB17X+GpwWuun+cVHyFC5vZE3CbYaUOrIIrGmADCw528lpTotcL6uKEVRZU3IdQ3jpYYBlY/65ylwEhEREZGuokUB1YMPPtjkscQ+j69+L7Aqd1VIQOWwhi+lK62OvObKMAxMDPalT2G4sQmrYXD6sQ8D583aNVTuZtZQhU8BbMHGvg2zWgq8RERERKSTqSjFSWpQ2qBGz1V7q0OODcNgULfEkLaSSnfEwMZiGPgMKx6LA4MG5dX9dwMiTOlr0CtsY19V+RMRERGRLkgB1UlqXLdxjZ6r9FSGtZ01ICPw2m418PhMDhVWhXYaPgOPI5l9Gd+hOL4v4A+wgplGI2XTm5vyZzY/5U9FKUREREQk1kS1sS+Ay+Xi9ddfZ/ny5eTk5OByuSL2MwyDJUuWRD1AiU6aM63Rc2U1ZZTVlJHsSA609UqLZ9YZfUhNsLNiVwE7c8vIKamiX2bQeqxe49k1KJOqEn+Gq2TADNKOhX62dVP+mstARTXlTxkqEREREYkxUQVUR44c4YILLmDXrl3NZg1UvKJzxNniuPG0G7EYFl7Z9kpIMLLyyEpWHlnJNUOvITsxO9DeN8MfPCU5/T8WLk94YYrgT7PGGofRYMcqX215dm8zPxfhUwIVLImIiIhI1xNVQPWrX/2Kb7/9lsmTJ3PvvfcybNgwkpOTm79QOlSqMxWA9Lh0CqsLw85/lfMVVw25Kqw9rraMerXby/6CCkxgYJZ/jVVw2OO2pYQ/1AjPUJmmGWHKX8NjTfkTERERka4nqoBq0aJF9OvXj08//ZS4uLi2HpO0MZc38nRMr88bsd1p86+DKq328N6GIwDcPnUQSU5bSGap2hohiK49HxpQtW4NVWOCS6uLiIiIiMSCqIpSuFwuzjnnHAVTXUTwpr7B8irz2HhsY1h7XYbqUGF98YqcYv89fEGBktNhD7vWqA16PEH9fKYZYQ1V67NNylCJiIiISKyJKqAaPXo0BQUFbT0WaSc2S+OJyC+PfsnR8qMhbXH2SPtS+fexqouT0hLsnNYzBUZcFtLPMH1g+vB567NfDaf3RWoLzlA1lq3SOisRERERiTVRBVS/+c1vWL58OatXr27r8Ug7aC6zc6zyWMhxSlx45snt9Qc5dVP1Lh6ZjdVigDN02p/F9DI29x1GHHozMM/PF3ENVWhDlduDp/YZXjPyVETFUyIiIiISa6JaQzVhwgTuvfdeLrjgAu69914uuugi+vTpg8USOT7r16/fCQ1STkxzmZ2ymrKQ45T48IBq1Z7jZCQ6ApklS11xvwbZL4e3kjhPCVYDbD4XHmtcWDAFoRkqj9fH+xuPkOMqYuKgjBZnqDQFUEREREQ6W1QB1YABAzAMA9M0efjhh3n44Ycb7WsYBh6PJ+oByolrLvBoGMBYLZFL3X+0OQdn7XTAwIa+hpXhPZLZmecPyhJ9pXgBrwkWs26aYHiGKnhM/vLs9WuvNudvpntCd4alDwu9RikqEREREYkxUQVUU6dO1f5SXUhzgUikjNDMsT1ZuCknrN3l9vc1gjJUDlt9ZtJmMQIV/qy+mtr7hz+/sX2ovD4TuxU+PfBpeECljJSIiIiIxJioAqply5a18TCkPTUXiHjM8Ayiw2pt8hpLUEAdHFvbLAZ1RdqtZg2YJmbJUfCGVoT0BcVwJvUBlSdSBYtAPwVUIiIiIhJbogqopGtpLhDx+PwBlWmaeHwe7FY7zSUgrXUd7HEEd42zW6mo8ReVsPrcZFbtxbFpHemkgXFxoF9whsoXtFFVXWGKuvEEZ0IVUImIiIhIrImqyp90LRlxGQBYjchZp3J3OQAf7v2Q57Y8R4W7ghJXKYeq1+HylUW8xmatDXTiUnGP/B5belxNpT2dBEf9MxLcRXQv34nPNLFV5QP12azgpJnpi5yhCpuK2HAdlgIsEREREelkLcpQvfzyywBcffXVJCcnB45bavbs2a0fmbSZSwdeytc5XzOhxwTe2vlW2Pn8ynyWHVrGobJDAOwu3s3usn2U+PZSXHmY0UlXhl2THFxaPWMwFU4Lu7IuZKz340Bz/+KvKHd0x6Q+I2U1DDymGZah8pr+9VbeoIDKa3pZ+W0hKfF2xvVNUwAlIiIiIjGnRQHVzTffjGEYTJw4keTk5MBxc+qmbCmg6lypzlQuHuCfbjdz0EyOVBxhfd76kD7bjm8LvLYZNopcBYzvm0Z+uYu6RVHxDitVNV7OGZQRcm1dtfwqezrWuHSgvP6c6cbt8XHgeCUkgsVigM8MKZt+oHQ/x937AfB4608cK61m3YEiAH9ApaIUIiIiIhJjWhRQ/e53v8MwDLKyskKO28vy5ct57LHHWLduHTk5Obz33ntcddVVjfZftmwZ5513Xlh7Tk4O2dnZ7TbOrqhvSl8y4zPDAqpgVouVRHsiNd6akIzR9Wf348DxCkb2Sg3pH1ygwmJzhJxLcBeRX+4I6xucofoq98vAa09QtQqXt75Yhmma+Ii8P5WIiIiISGdpUUD14IMPNnnc1ioqKhg7diy33nor11xzTYuv27lzJykpKYHj7t27t8fwurx4Wzx9kvtwuOxwxPNWw4rD4g+CuiU7Sa9xMCI7hdR4O2P6pIX3D9q3yj30Mtj1VMh5I6hshd1qUO2u23sqXGNV/nymyqaLiIiISOyJySp/l156KZdeemmrr+vevTtpaWltP6CTjGEYXDH4CgC+PPIlG/M3hpz3mb5ANshutTB70oBm7hd0kJzNpuxZjM19J+L5bslOyqo9lFa5qazxkOCwQVDA5fGamKZJmctDjcdb3+7zsaNwR6vep4iIiIhIezupqvyNGzeOnj17ctFFF7Fy5crOHk6XkOpMDWvzmt5WZYOCp/xZDQOfpfE4PaN8F5PzXiPRdYzSKv+UvuAMltdnUlhRwzdHSvlg05FAu88HR8qPhNxLRSpEREREpLOdUIbq4MGDLFy4kF27dlFWVhbxl3DDMHjhhRdO5DHN6tmzJ3PnzuXMM8/E5XLx/PPPM336dL7++msmTJgQ8RqXy4XL5Qocl5aWtusYY1VWfFZY24HSA3jN+uxQw/2gGrIGnUt02vDR+KbA3Q4totrnZdjxJXh8/s/GjBBQ+dvrf56C11aJiIiIiMSKqAOqP/zhDzz00EP4fKEbsQKBX77rfhFv74Bq+PDhDB8+PHA8efJk9uzZw+OPP84//vGPiNc88sgj/P73v2/XcXUFWfFZ2Cy2wOa+APtK9oVkrrymF5vR+I+KxWJw+9RB+EwTh80SlqE6VlYbuJr+6n6GYWDxeuoLXgTF4T7TrN/jKqgIhbeRtVUiIiIiIp0pqil/b775Jg8++CB9+/Zl3rx5XHTRRQAsWrSIZ599lmnTpmGaJvfeey+fffZZmw64pc4++2x2797d6Pk5c+ZQUlIS+Dp06FAHji52WC1Wrh5ydVh78Ka6LZn+l+S0kVK7N9WAHmkR+8S7i/CZZmCKYH2QFJqhstXWYQ9+bqSAKmzjXxERERGRDhZVhuqZZ57B4XCwdOlS+vfvz4oVKwACgdVPfvITHn/8cX796183We68PW3cuJGePXs2et7pdOJ0OjtwRLEr0nS+spqywGuv6cWOPaxPY747ujfVeansyiunyl0/dXBs7ju47RYcVn/AFDlIMv17VQHl3nzirCmN9lXVPxERERHpbFFlqDZv3szkyZPp378/EDrFr84vfvELhg8fzsMPP9zq+5eXl7Nx40Y2btwIwL59+9i4cSMHDx4E/Nml4M2Cn3jiCd5//312797N1q1b+fnPf85nn33GnXfeGc3bO+VYjcbXPEHrM0FWq4VEhy1i0YiUODsWw8Duq8K5fwmU5tAwQ1X3c3Swei2lnlx/e4TgSRkqEREREelsUQVULpcrZMPcuLg4AIqLi0P6jR07ljVr1rT6/mvXrmX8+PGMHz8egHvvvZfx48fzu9/9DvBv2FsXXAHU1NTwX//1X4wePZpp06axadMmPv30Uy644IJWP/tUZDGa/jGIKnDpdw6REki90uIDZdTj8jbAuvkEB1Q+Eypc/qyWxfRgL/0Sh6ccjze8MIaq/ImIiIhIZ4tqyl/Pnj05duxY4Lh3794AfPPNN0yZMiXQfvjwYbxeb9j1zZk+fXqT07nmz58fcvzrX/+aX//6161+jvg1F1DV+Gpaf9PB51P99VcYnsJAU2aig3i7NbCGKjCLr8FHXVflL6NyHz08Vga6PHh9w0m2J1NaU1+NUVP+RERERKSzRZWhGj16NDt37gwc1wVADzzwABUVFQC89dZbfPHFF4wcObJtRirtprkpfx/t/Yjtx7fz4d4PcXvdLb9xg4CnLsFUu0QKX935RgKjOK8/eIp3F+M1zbCMlKb8iYiIiEhniyqgmjlzJkeOHAlU8Dv33HM577zzWLp0Kenp6WRlZXH99ddjGAb3339/mw5Y2l5zGaqymjKWHlrKwdKDbMrf1OL7JseFBmp1E/bq19z5j+Nz1zZ6j7ogyuM1wzJSPhRQiYiIiEjniiqg+sEPfsD27dsZN25coO29997jxz/+MRkZGZSVlXH66afzj3/8gxkzZrTVWKWdNJehCubyuprvVGt4jyTi7UE/YrWBVP2UP3+AZK0ubvQevtqAauXuArYcKa7PaqEpfyIiIiLS+aJaQ+V0OkM20gVISUlh7ty5zJ07t00GJh0nUtn0tuCwwKBuSXxz1D91ry60qknqBaV7A8GRYRJclyJEXUBVUuXmeIWLlAQbmUn+cvea8iciIiIinS2qDNU111yjkuQnkeAMVbeEbm13Y5szkI2C2gRV9ihwJANBRSma4AtZN2WGlE/XlD8RERER6WxRBVT/+te/OH78eFuPRTpJcIbqO72/w4iMEY32bc0aKk6/EhKzAoemxQqnzcRq928SnFtSTWm1GwNIqjlGYk1B2C2CAyrTJKQioKb8iYiIiEhniyqgGjhwYKCan5wcEmwJAGTGZRJni2uyr8fnadlNk7rjO+s2fIZ/Zqk73p/9stmdgS7+6YAGadWHSK8+gNEg6xSanwo9pyl/IiIiItLZogqorr/+ej7//HNyc3PbejzSSX5w+g+4bfRt2K12RmY2Xere7Wt56XS7xcLWHleSnziMgn6XAeBwOkP6eLz1gZFRGyQN7pYINJzyF0oBlYiIiIh0tqgCqjlz5vCd73yHadOm8d577+F2t2JvIolJNosNh9UBQKozldtG39Zo3+AMVZWnisLqwkb72qwGlY5M9mROp8buXztlj0sK6XO80r+Rb7zdSoLdIDs1Dovpf0bDNVSNH4mIiIiIdLyoqvwNHz4cn8/HoUOHmDVrFoZh0L17d+LiwqeKGYbBnj17Tnig0rEcVgdnZ5/N6tzVYefyq/JJri0s8dI3L+EzffzH8P8gMz4zrK/NUr8+y1dbhcKelBHSx1pb4s9uMRidVAYJDioPbaSKBmuoal+flX0Wa3LXKEMlIiIiIp0uqoBq//79IcemaWr630nozOwzIwZU/973b/5z3H8C9dPujpYfjRhQGYY/45RXWk3/TP80vuTU0IDKjr/KYB97EmWlR6E8N1BFvcCoCtp7ysQ0wW7xF7VQUQoRERER6WxRBVQ+nzID0nLXndmXareXRKf/x82a0hNbr9F4jm4B6jNP/e3J9E3oyVFPOUmGgzcq/JnNXCrwmZ5AP5vFFnKdiIiIiEhniWoNlUhDTQU3VosRCKYAMAwmTLuSbkmhxSlsFoOB9hTOje+FGbTRbzUeNpcvwDRNfKZJfmkNmw8XU1Tpauu3ISIiIiLSKlEFVLfeeit///vfm+03f/58br311mgeITFu2aFlJ3S91Woj0emf6lcXigVvAmyz1b8+Yi3DZ3oBqHJ7WbKjgAqXl9X7jrN0xzFW72u8KIaIiIiISHuKKqCaP38+K1asaLbfypUreemll6J5hMSIXkm9IrZvO76t5ftRRWKx4rT5f/zqslvWoIBquDONtHg7CXYrSfb67NaxUhcW6q7zsfFQMSt3F5BfpmyViIiIiHS8qNZQtVRNTQ1Wq7U9HyHt7LKBl7G/dD+lrlIshoWvcr4KnMurzAu8bv16JgOrpS4w8qs7BrAbVkYlZXDAXYqlymhwpb9fkiuXTGMPxxMGU1XjbeXzRUREREROXLsFVKZpsn79erp169Zej5AO4LA6GJY+LHAcHFDtKNwR/Y2tdiwN8qPBGSoAm+Hv4MWHYfowa48Nw4LVdJNZsYuh5TUc7zsQryr+iYiIiEgnaHFAdf7554cc//vf/w5rq+PxeNizZw+5ubn88Ic/PLERSkyZ1mcaa/PWUuGu4HjV8ehvZLHiOvMOOPLH+il/o6+Fw5ugqhgAW23xdBc+kmtyqbRn4LE4sZgmPcq/wazNVFlML9/mlTEwK/GE3puIiIiISGu1OKBatmxZ4LVhGOTm5ja595Tdbufyyy/nT3/60wkNUGLLyKyRpDpT+WDPBxS7igPt0Wyya0tIpTBhIGZVDlW2dIz4VMgaCofWAGCvzUjV4CXFlUOKK4cyRw/SjaNUmV58tQGXxfSw7Wgpl4zMPvE3KCIiIiLSCi0OqPbt2wf4p/INGjSIWbNm8dhjj0Xs63A4yMrKwm63t80oJaakOFMAQopSFFYXUlRdRHpceovvY7Na2JMxjdySEgotNRgY0H8KWOzgrsK2JwcAX9D6rOSaPLI4xFGCilmYHk6gPIaIiIiISNRaHFD1798/8PqBBx5g/PjxIW1y6khxpJDqTKXEVRJo21m4k52FO7l9zO3YDP+PldFgTVRDNouB1+KgzNmDoZml/oDKHgeDpsGBLwNrqBIcVspc9SFTZvVRsIC3NqCyeytx2ZLb+m2KiIiIiDQrqqIUDzzwQFuPQ7qYhgFVnUp3JZ8e+BSLYeGqIVc1GVTZrXVVKUwsFiOsr7V2Sp/DaqFXahw5JdWYgL127ZQHHyYmo/LeZ1fm+cAwREREREQ6UlT7UImYjVTVy63IJa8yj5yKHFze+r2hdhbuZOnBpSFrrawWf8BkYmKa+DNU9Q8IqfpnNYz68up1+1AZ9VmqoceX4vOp0p+IiIiIdKx23YdKTj1LDi4JvPaa3rD27MRsTss8rcFVkQMhWyPxvjUo8PLiq+1n4vGZOCxNTzMUEREREWlLylBJu3F73WFtlZ7KkOPx/dJIS7CTlmAPnfKX2htLI9MFLRhYTf85T1AwVuX2crioMiRTZZomXmWuRERERKSdKKCSE/aTMT8J2fy3jsf0F5IIXmvVsLz61GFZ9O5WhcUwQqf8pQ/AOvjCRp9Zl73yUn+/f6/dwdtrDrLhUBGmabI3v5z3Nx5l7ud7KKkKD+5ERERERE6UpvxJVM7KPotDZYc4PfN0rBYrac60sD51GaoFuxc0ep+DpQcDr0MCKsCWNQTS+kHxwYaXYcOCC29gDRVAv29fwpl0GpsPTOXL3cfxBGWmNhwsYvrw7i19eyIiIiIiLaIMlUQlOzGbW0fdyrQ+0wBIciSF9anbp6rCXRFoa5ih8gVlmMKq/BlWCGrrluQk2WljWI8kuic6AfjCcpgKagJ9epRvZ+juv4O7KuRe5S4PpdWNZ6lKq90s2HCEA8crGu0jIiIiItKQAiqJWpwtLhAEDU4dTP+U0H3J3L7wAMZsUIDCalgDr4OLWABYLdaQwCjOZiEt3k5mopOMBCfxNv+P7zfG8dDrTDeZlXtC2nbllfPCF/vYdrQ04ntZuuMY+woq+Of6IxHPi4iIiIhEooBK2oTdaue7g74b0nas6hjvfPtOSFvDDFVwQFWX0Qo5F5ca0jbMkQ74p/zVBXPB66jqGPiw+NzQoLz7om9y2X2sPKzEeoUrNJgTEREREWkJBVTSbtbnredY5bGQto3HNrKjcEfgOHg/q4YZLathhaQekDEQgOuSh3JhQt/acwap8XZsFgO71cLRlLEh1ybUFHL24fkMKlweNq6Fm46y9WjopsQ2lVsXERERkSgooJIO99nBz6h0V2KaZsgaqoYZKoth8a+hSuwG1Fb2Gz2r9rWBzWLQMyWOrEQnh1MmhFzbvWInYNb+N9ze/NC1UlYFVCIiIiISBQVU0qauHXotyY7kZvvN/2Y+m/I3haybapihCgRYhv/H1BpUoMJq1P/o2iwWfEbjBSszK/cwMu99nJ769VOWBgGUzaqASkRERERaTwGVtKkeiT04v9/5Ler75dEv8fnqM1SDUweHnE+P86+XqguoHIbVvybKmRTYhwrAahBSDTDYoKxEhhYsIdmVR/+irwLte46Vh1T9s1nq75dTUsW6A4Uh0xFFRERERCJRQCVtLtKeVI2py1ClOlPpltAt5FycLY6bRt7EOb0m8Z34XjgNK5g+GHcj1qwh4PRnwuLsVrqnOPEFFbgAyEh0kBpvr7+fp8z/rOrDZFTuY9nO/MC54Cl/b6w+xPJvC/g2r7zF70NERERETk0KqKTNJdgSWty3rox6qjM14vlEeyJnZJ/JaGdW7QU+SMiAXhMgpScA+31VXDI6kRG90kOu7ZMeHzKVzzQMME1OO/YvhhUs5siRw3h9Jl6fib3BlL84dzGeA1+Bt/G9q0REREREGl94IhIlwzAYlTWKrQVbm+1bl6GyNsguNc4fgLl9bkjsDhY7OJJ469u3uM5S/+M8vm8acXb/PTMTHRyvqCGxpgCrWb8JcLIrj/+3ZBep8Xb6ZoQGgeNy3iajJh4OOGDQtBaOTURERERONcpQSbvontA98Hpiz4mN9qt0VwIE9pRqlt0f+BS7iv3rphIywOYAID2zO+kJdgZmJQaCKYChPZICrwcWrgy8dtZOASypcnOssLDBg0z/NMCSQy0bl4iIiIickpShknbRL7kfAFnxWU0GS9uObwNakKEadQ2UH4P0AQAMThsctseVedp3SfNW0t1nwIDJsP1DAIxeE2Dvp/7xVO4O9O9Tup7kmjxMLKRVH8JIP5e85JENHqzqfyIiIiLSOGWopF0k2BO4ddStXDv0WowmgpIKt38/KIvRzI9it+Ew8DuBan5jssYwPGN4SJdl+Rv4p8PH5kHnQFbQOUfja7pSq4+QVu3PQg0s8mevEmoKAH9BQQDcVbDtAyjc1/QYRUREROSUo4BK2k2cLQ6rxcppmaeR4kgJtA9LH8aQtCEhfS2t/FG0WqyclnFaSNu3Rd8CsDZvLZXe+rVS2OJD+k0cmEG/jMhBltNdwpjcfwJQ5fbi8njZtHwBBXvWw6Y3OFJcxYpdBXi8vojXi4iIiMipRQGVtDun1cmNp90YOPaZPoakD2niipaJs8VFbK/x1vDS9n9w3FvNIU85Rb6akPOGYWBpJGk29Phngdc5JdV8/u1xcnNz2HXMX0L9rTWHWLO/kNX7Gq65EhEREZFTkQIq6RDB66h8+LAb9pDzBdUFrb5nnDVyQAX+cuzbagpZWL6X1w8tpn+mPyM1uFsiELrvVLCkmvyQYxMzMPfPF7TR75587VElIiIiIgqopBMk2BKwWULrofh8rZ9C11iGqk6+t8r/wmKl2/hLOWtAOjmOcja48qk0PS16holBXan2w0VV9Cj7BoCC8hoOFVa2eswiIiIicnJRQCUdZsbAGQxMHchZ2WeFBVRT+0xt9f0shoXh6cMbPV+V0R8SMiE+gzKfiwo8rKw6yqqqHD5w78ODDzc+1tpz2EdxxHukVh/B5nMBcKS4KlC4AuDT7XktHuvGQ8VsOhT5GSIiIiLSdalsunSYQamDGJQ6CIBqT3Wg/XvDvke3hG5R3fOC/hews2hnxHMliZmQmAnAHl8VvX3uwDm3AS68HKaMoozuHM3fx0BfWsT7JLiLWjaYiuOYx3ezOzGVjIRuZMb7n13j8bF0h7/E+/Ds5JA9skRERESka1OGSjpFcIbKbrE30bPlUp2pjWas1pTtY0GiEzIHQ69xGKaJGy8ew4c1LjnQb1BWYoufV1zp5s01BzlUWIlpmrB6Hod3vM/iLfN5c+ebgX7Ba6+qarxRvDMRERERiVUKqKRTBAdUVsuJZWwm95qMgcHorNF8p893mNxrcuSOCZmQ0gucyWCaLLccBgip+JeV7CTB0fR4huV/gsNTjtNTytHiat5ZdzhQpOKYtwqqiqGiANz+LJzXVx9Q1TRWbt1VDmW5LXvDXUSJq4R9Jfv8waaIiIjISUpT/qRTBGelmqrW1xLjuo/j9MzTcVgdgePdxbs5Vnms0Wu8ST2hfB+lzh4kxjkoNyDRYcVqGGQkOKisqQoqRxEqo2o/GVX7AVjf6wZ8ho0d+w4yBPxbGFeXQHUJ5oq/QNYwvEOuCFzbaIbqy6f8/z3rNkiKbvpjrHl1+6sAfHfQd+mf0r+TRyMiIiLSPhRQSaewWWzMGjYLn+nDbj3xKX91wVSdiwdczCvbXmm0f3z3QZRW2imPT+G0hDSye/ZhuM0/9a93ejyGHQqHTad85b8waGTTKmDC0df8L47A4fR4jAR/XxPYnlOG98ha+vScEuhf7Wlmyl/JwZMmoKqTU5GjgEpEREROWpryJ52me0J3shOz2+XeyfbkJs9brFZOH9SfET3TwDCw9jidF0q/Id9bhcUwWDF4CEtLN/MtLSxIARwqqqLG48VTO8WvpMpNucvD8ZKyQJ9qdzPl4U/C2XGa8iciIiInMwVUclIyDIOL+1/MmG5jmuwTvOEw8Wm8XbYLhs+g0F2BxWplp6WQGvxZpcbzVPV25ZWTU1pNZdDUvtXfHg68dkdYQ7Xq6CqWVh5W4CEiIiLSBSmgkpPWkPQhTOk9pfmOdbqfDj3HUpLhL+1usfj/eBThLy4xMCuR+BaWPC+srMGsTTd5XRUAJNYU4HVVgrsKtrwDx3ZgmiYb8taxvaaQIp+LkzFFZZ6E70lERESkjtZQidSxWCEuhVd3+IspGIY/oPJikp5gp3uKk8wkB2v2t2waYA1einFhd5eS5MpjVN77ZFfFQX4muKupytnBkrgLKfMVkgzklVVTVVRJ7z7t9QY7ieIpEREROYkpoBJphhsvKfF2DIyQEuuR1Xf4ysihxHBRVb2YSVwC1O5JVVtOfUduKanutyi27KUYOOirpOjbY1wwwMWXewqYNDiT7sknVgFRRERERNqXAio56Q1MHci+kn1RX1+NF5/FAf0mYrHFMaLqE3ymyaHCKqrcXnyYlOIiBWfIdSWGCwC7r4ocSyX9AJ/PxMTEwKDa7cPXIH1jMT18uPkoxZVu9uZXMCI7manDupHo7Lp/VDXlT0RERE5mXfe3NJEWurj/xZTWlOKwOihxldAjoQc7i3ay7NCyZq+Nt1lwu71knD4NBn8HqopJT/Bfl1/mosrtZatRQIGznJ6uFOxm+LJEm6+a7OJVQCqbqo6z+0AJpyWnA4QEVCb+gKq40h1o25HrrxB46eie0b59EREREWlHCqjkpGe1WEmP8wcwifZEAE7LOI1+yf1YeXQle4r3NHptZlY3BngtJPQe7W+IT4PeZ8CRdQzMSqS6MoWKmkMkWeysx8kYV1XE+2yy5GPxGWww/ZsNpxbHA6EBlQ8Tq+kPpgzTS2blHmqsSRRVDASvG9xVmF43yw57yfTmM6ZnEqSH7u/0bV4ZGw8WM2N0NilxJ76/V1tQhkpEREROZgqo5JRkGAZJjiQu7HdhkwGVkT2GXT4vp3sr6O5NxOV1Yc8awqKdbzM4ZQDjzr+DL5cdwB2XjnngKPuMEuJsFtxeH94GccQGyzFc1mSc3vp9qcyQDJVJdtk3uC3x9C1ZW3+hewDm56UcK3NhtTvYYr2Csw6/hDkwAyM+FUZcHgisPtqcA8AX3xbw3TGxkdVSOXgRERE5mSmgklOa1WLlov4Xsb1wO4fLDod3MAyw2nh/9/ukOFIoqymje0J38noM57DNyXDDgMzB2AHDPASA02alIHEI1opjxHuKw27pscSBD45SHtJet0NVSDAFJFce5oDPRk5JNVBBXLY/IHP7TMqO53P8k3kMuPYhHLb66YY1Xi8iIiIi0v60D5Wc8oamD2Vyr8nN9iutKcXEJK8yDxwJYLGy4diGwPn+6U4SHVaSnDasiZkUJgwMu4dhgK/HaNZkns1aSy5rLbmBc3XT/0zM0GIVBrXBlN/o3H8C4Pb4+DavnOPlLvYufx1c9QGazRL6R/tQYSVLdxyLuLFwe9OUPxERETmZKUMlAtiM8D8KDquDGm9Nk9d9W/Rt4HWizSQxwQHAgMxEfKZJlteBy+OjzOXBZjHok5UAPdLIyUnBbYnH7vOvuSpx9sas8gc7a4xcinFxntkPOxbKqj0Rn32kuH69li3/G/jWCYwBwG4Nre/+zjp/9s1pszB5SFaT70lEREREWk4BlQhgCcrojMoaxdhuY4m3xfPl0S/Zdnxbo9eVuErqDxK7Q0UBOBJx2CyMyE6BKitxdit2q4HTZvXvUmUYFPt2UJ4wBKtZg8cSh8+w4as6AkCuUeH/r1lOX1JCnldIFQnYicPG8Yr6YM9ngq/8GA5POSmuo9gtZ0BNJZTnsjTPX4jD4SnHfWgvx7pNISs5EUvzm2q1DVcZ7F4Cfc8BZ1LHPFNERESkgyigEgGshjXw+sweZ5JgTwBget/p+EwfOwp3NH+ThAzoNQ5qrwUgrS9G8SEy4uJw+eozTalJXkpcDrw4Am0NJ8Z5G7Qcp4qVliM4TSuXmKHTCX2miaeiiAlHXwMgb2sBRTnFpFuqOFwyhhybi0Gl23BUFbPu6A4Sz7qRqcO6Nf+e2oC5ewk4ukF5Hoy7oUOeKSIiItJRtIZKBDCoz9YYRmjmZkrvKS28iQHOZKb2O48bRtxA76TeTB09m59mjGdiXLa/T23Fu4a5IYfN4Gi/C/DUlqYwDSt7rTXkBBWuOGz4i1G4DC/fGAWBvgBFlW7WHSgKHPco28qO/YcpqqzBWrmdY9UbOeDyF7tIqz7Mpr05Tb8Xjysw1hNlevwbHFMSoeiHiIiISBengEoEsFvr92yyW0L3b7Jb7CTYEhpe0qiRmSNJi0vjyiFXMiprFJazf4wj8EfNH6RkJjlCrkmOs0PmMRbEVeGyJlGUMQ6vrZw1lly8tYFTJfUb/u4xitlHCc3ZV1BBtQFpVYdqn+5//plHXobyY5EvqiyEL/4CW95p9L41Hh95pdUtKomukhQiIiJyMlNAJYI/aJo1bBbfG/Y9bJbQmbCGYXD9addzcf+LA23ZidkR75MVnxWW4SI+jUxrXEi702ZlTJ/UwPGgrESsFgNP5gCOJw1nYPcUsjK7EW+zUEAV+yimmtBS6CWGi28p5DhV7KYoJGNVx+XxkVm5h3iPP3sVHNxU7f/a/6I2KPL5as/mbvb/9/juiO8R4O11h3jt64PsPlbeaJ8w2o9KRERETkJaQyVSq3tC90bPOa1OnDZn4HjGgBnM/2Z+WL/z+50f8foMaxyzk0fwUvXBQFuCw0pWkgOHzYLN6v+3jeHZyZim6Q++uo8g3edlh9sDVSVYHfH0NiwcqS2hftQo52hQ7FZlehhthq+LCg5jvPiw4F8vtn3dF0yIT4SczexOPYd/52dx+ZheDAibkBjuWKl/Gt+2nFKG9kgOf6YZvGFxpJGIiIiInByUoRJpoeDCFQn28CmAk3pNIiu+8ZLkiQ2mEhqGwdAeyfTPTAxr9z/QgbX3eFIGjCdl2BSSB56FxTDISAidLlhnn1HCXorD2kMDqvojl8dH7tbPKS0rJX/1u7i9Jh9sOgqGBZfHy4HCCoora1i7v5DcoH2wglkaZuMi0D5UIiIicjJThkqkhbITsxmYOpA0ZxoQvk9Vt/gmquYNPh/2LYfMIdE9vG6Nl8VCggNsVifl1R4qPFDi7InF9FFhz6TUfZwBVf6NgW1YMDHZZxQHbuPDpBoP243j9DWTMQvMQEGOAUUrOZI8DgwL3+aVU+7y8M+V+wPX/uKiYeHDaqT0esQgSlP+RERE5CSkgEqkhSyGhUsHXho4vmHEDRRUFfDh3g+BZjIx/c6BPmfC5r+d2CCyx2Ic34XTVY49wY6DeJJ6DMZqsWC3GvjMbiz75gsqcTPDHEQR1eQb9RsAbzHyKaQat+HjkFHGQDM1ME0wu+wbEmoK2Xd8NOWu2hLvpg8MfyK7pMpNanxols1iwMJNR0lPcDBlaH12zmeGr+cSERERORlpyp9IlBLsCfRN7lvf0FwCxmJtpkMLOJOg13jIHoUlIZ3kvqPISHSSGm8nwWEjyWnDmmjFZ8BmI599RgmpcXaOxw/mcMoE8oxK3EZ9sLPPCK0UmOLKYU9+fQBmMesLYby15hA1ntBAKa/Uxe5j5azZXxjSbmrllIiIiJwiFFCJnICwin6tZLPYuPG0G1t/YXw6ZI8Ge3zYqarMUVTaM9hjM8k1KrBaDKrsaYBBQcLQZm99vKJ+GqPpzifj6DOceWge7vLjfHO0pL4aIKHFJ4LbFUWJiIjIqSImA6rly5czc+ZMevXqhWEYLFiwoNlrli1bxoQJE3A6nQwZMoT58+e3+zhFABLt/qIS3RMbrxJYJz0uHYBx3cfhsDq4dOClpDpTm7mqdXz2eArjB+Iz/NPz4uz+P+YWA6ptKeQkj2ny+n7FXwdeHyl+kx2+/eykgPE5bwKwI7cscN5qrf8rxBMcaBH5tYiIiMjJJibXUFVUVDB27FhuvfVWrrnmmmb779u3j+9+97v89Kc/5dVXX2XJkiXcdttt9OzZk0suuaQDRiynshtPuxGv6cVpdTbbd9awWVS6K0l1pjKp56SwDNfEnhOZ0GMCa3PXsjp3dVTjyUh0sL+gEjDJSnRgNQwm9EvDahis2V+E17BRYc8EDBLdBU3ey+bOASCPCkaSRVJVDh8eDPprw1c/JbC4qoZuSU4Mw9CUPxERETllxGRAdemll3LppZc237HW3LlzGThwIH/+858BOO2001ixYgWPP/64AippdzaLDVsL/yjZLfZARirSdMEURwoAZ2afyZnZZ/L5oc/55vg3rRqP02blzAHp2AoSMSpdgTbwZ6l8pkFR/AAAHN5Ktpj59DdTOGqUk08lE83e2BtJXhes+DuWPrfis9joXr6D4TlfsTn9Qkri+vDqVwdJjbdz48R+UQVUPp/Jkh3H6JUWx8hebZu1ExEREWkvMTnlr7VWrVrFhRdeGNJ2ySWXsGrVqkavcblclJaWhnyJdJaL+l/EmG5jGJw2OKR9Su8pDEgZ0Oh1fZL7RGy3Wy0h2/OO7TaWERkjOKN/eki/vKQRbLfDR85KvjWKKDZcHCS0UAWEBkVnH/47CTUFDCpcjs/rZljB4sC5kio3+WWu0IAquFx6VVGj72V3fjlbj5TwyTd5jfYRERERiTUxmaFqrdzcXHr06BHS1qNHD0pLS6mqqiI+Pnzh/iOPPMLvf//7jhqiSJOGpg9laHp4wQirxcplgy6jqLqIA6UHGJg6kE35mxidNZokexIWw8Lfakux90/pz4HSA/UXO1Og0l99L84WR0ZcBjsKdzR4gkFl2nAqa7wkuo9jGFBpePCaPtzUV/SrMNzsN0voRwoWDMbk/hMAr8/EijvkjmXVHo6VVbIrr4y+6XH4gsOxr+bC1F/W76sVpNrtDW2oLPQHYJmDw/qKiIiIxIqTIqCKxpw5c7j33nsDx6WlpfTt27eJK0Q6T3pceqCgxdQ+U0PO/Wj0jzBNE5vFxrzN8+pPpPT2l2qPS8NhcZBgTwBgcLdE9uRXBLr1zUggr7SaVGcfbBXHOFBRQq5RQZXhCXnOZks+B8xSLMBosztp+NeMHaaM0mPP0C/+OxQnjWLxNzlUe6upLMqh6vhhvCkZoW+m+GDEIMmgwRTIr2v37JowG1J7t/RbFdM2HSpm97FyZo7thcN2UkwQOHn4vHB4DaQPgOTszh6NiIh0ISdFQJWdnU1eXug0oby8PFJSUiJmpwCcTidOZ/NFBERiXaPFMCwWSOkFgMPqIN7m/7PQPSWOjEQHa/YX1Z6zcFrPFDBPw2uOoOKbdfg8oVPz8hJPo0fFdkoM/5qsNeRwkTmAw5Sx3pIHNeB2FTGxaBVew06V4aaI/Zh2Kz6zwSoqdyVen0lFjYeUuPpMVfCSMtM068OrstyTJqD6bMcxADYeKubsgRnN9JYOdXQj7Fnqfz3tN/4/PyIiIi1wUvwfY9KkSSxZsiSkbfHixUyaNKmTRiTS+Sb1qv/5t1vtgYAKwGa1kJXkIMFpJcFRu+GwYWC1WEgbMBr6TcZlTQ70d1sTQu7twj89b70lL6ytxqzisHkc8K+9Cp7y5zNNvtpxgP+3ZBf/t+Rj3t+xInAuOKBye4OCsBPb6ismNdwgWWJARX7965WPg6us8b4iIiJBYjJDVV5ezu7duwPH+/btY+PGjWRkZNCvXz/mzJnDkSNHePnllwH46U9/ytNPP82vf/1rbr31Vj777DPeeustPvroo856CyKdKj0unZ6JPQPHdktoQAUwtEdyw8sA6J4cB0CFcySOwm856M0kaDmVv1IgJtsILbl+1Cin0nSzyjhKheFfV+UzTby1AZWJybEyF2bBMpIzLaz3buKdb2BA0nBG98oKTPmzeavweL3YMTFNsJyMEZXEHou1/rWnBo6sg0HTO204IiLSdcRkQLV27VrOO++8wHHdWqebbrqJ+fPnk5OTw8GDBwPnBw4cyEcffcQvfvELnnzySfr06cPzzz+vkulyyrIaVuKscYFjh8WBzdK6P+6JSSmQdCb9vD7KjpSQnzCMfjW7SYqzU1DuoiChAqpCr/nUciDkuNrj42BRBZUOD7uOlVNZ489iDT7+CStSkvFa7OxZ/jqVVQdJHTGVjEoHwwo+xXdgJjtzyyipcjPB9zH27qeDPY6ThTY7jkFGwwkbCuRFRKRlYjKgmj59emip5Qbmz58f8ZoNGza046hEug6LYcFpq19bZa391/fJvSazq3gX+ZX5If0n95rMl0e/jHgvu9XC2L5plFUnkJRzCIsBvdP82a7iqtAKf1mJDooq3XiD/vxWe3xsOlzCsaQRdK/ZgQcfn1j207McyhzZpFUXAjYqd33BsNqpfpZ9yymq9N+7oNxFz6MboP+JTeE1TTPi3l91iipqSI23Y7HoF+lTUlhAJSIi0jL6P4jISSTNmQb4y7AHF6uwW/zFH8Z1H8clA0Izt32T+zKu+zhmDZvF8IzhJNmTwu5rGAbdk1KoizWM2i+fYaPc0R0Ap9VCnN1K92QnSY766VNlRg0b4xLwGv5/v9lm1E8VTK7JZZ9RXHvP+kDG1/DfU3weqCiAnE3QxD+2NMbl8fLSl/tZWlsUoqFtR0uZ/+V+/rU1p9X3lpNE8JQ/CF3UJyIi0oSYzFCJSHSuHno1uRW59E/pj8WwML3vdFxeF6nO1EAfq1H/i+MNI24gxZkCQPeE7lzQ7wIAntn4TNi9p/aZxicHV0FNfcn11MHnYPNY6GWmQMkRDMBmMUiOs1NeO70vN2kU+dZkLvFYqMLDfiN0E+3dRjE9zSTSvfVT+grKXaEPtzlh9XN4fSZew4kje0Srvi/f5pZTVOmmqLKY80Z0Dzu/7oB/v65deeWBtvUHiyir9jB1aFaTma1oRBETSnszrM33ERERiUAZKpGTSLwtnoGpA7HUTl86PfN0xncf32j/OFtcoG9zuid2Z/pZd0P30wNtaYnx9E6PD2Ss6gRPm/NYnLjMarZ7d7LYsj/ivffWZqnq5JRUA+DFx3ZPIcU7/4XL52XT4WIWr9lCjcfHN0eLKalys6+gAl9FEax+jqL9X+D2usHjAnd1/Rh8HjxmgyAtSKSA6fOd+aw/UER+w+BOTk4NM1QiIiItpAyVyCkmOENlbeG/yn9v2PdIcaTgsCeAI7H+RCOZGwMojuuDy5YSaCvw5lF3pc+wYTHrNw4+YpRzxNjNeF93+pKCGx/HqaLQqKbAU86OsuN4fTDGk02Fy8ur6zaw7Mgihhm9mVx6gN3xeeyyF8KRz7AVHub8XVsYmJWEZfqvOFTs5ql1f8ftq2ZM8lUR11I1fBs+nwmmDwwL3rD5h3JSCvuzoCl/IiLSMgqoRE4xcbY4pvaZimEY2K32iH1sFhsenz/guWboNXRL6AZA/9T+ZKcNoAaDYk8VviYCqor/v737jrPjLA++/5s5vezZ3qu0q16sahVXucgNbGMCBhywAfMQxyQ4EB5CnicJCe8LfEJeSCMhgYBJTGgBY2yDjZtcZFm9l1XZ3uvZ09vM/f4xq7N7tKtqVfv6fj77sXbmnjkzt8arufa67+t2lKAmvaTqysj+uc+/AE96lMJER85xB7URalWAfdogndr4OkBxaxhhKJHhOb2VQFKnu2UzOPIIRZ7GbTTw62g3tQUe0qZiS8tBFkaShPQUmSf+jBbfKtJaHNCIGSMkMxmePvois4rqWVI+H4w0+gn3YbS9ycquZ9hf/l50re5suldcqU7M1MocKiGEEGdIAioh3oUWliw85f67G+/m1c5Xuab6Gip8FdntDt3BfbPuA+C1rtfYN7Qvu+8Wbx0vxjqgbC6gofpOyAJNCqhMzU7UWUrcUYgnHaQwYZVbT2gZEiozEUyNG4qmsn8OpY6RB+QlcprQF0qQNhVe1zCHtBjHIqMUKQ+rxzbj9RnEHMUoFP+1401e69qGTd/O4ysicOwV8rRr6aN04mQtG7CpNDNG30Rj2Sn76mQM08hWVzyR5LwuQxI/CSGEOEcyh0oIMUWFr4L7595PTV7NSdvYtYnfx+QVzqTREaAxv4GrG+8CXwmNpT4C7ok2vmJroeG07sXlsH70WIFVSbZNWvfyXwEvY65qzLMsEpAeH5qXn+ymlwgKGNLi7ND6KYq3AYq+xG5e63oNAMNUqKMvgjJp6Pw1DUMvoCc6SJtpzPGqEZoyrIqDZ1lFYiA2wPf2fo9tfduy2061FIS4DMhfjxBCiHMkGSohxDnR9Ynfx3xw8SexpZPc5vSBbiOSjgAHmFNaxW8OHAHAV1jJsSikdQ+OE15eF5ol7NOHUIDD7Sese0ja8yiLHsppp9DRMHO27dKmlkKPMzE/q0ezKvcVxtvxpYdxOEuJOkpI27y80TLEytoiNqZ6adOaIfEin/3tVv6vYWXENBT2rrcguAeW/j54i86obzZ0bsBQBlv6tjCveB5b+7aOx2RVOe3GkmPYdTs+h2+604iL6sSISlJWQgghzoxkqIQQ58Rtmyhz7rK5wB3IVkpbW7WW2xpu4/2z78u20XSNpM2PqdlQwKxyP16nDV0Dn7MRgKizFKfd+rGUsvno8+cOTUza86ZcR8cJZdgBDE1NeT32pYcB8KcGKY8exKbSJDF4ur9jUil3hWPkCM8OWUMQNWXiaH/NKhXfueW0faKUQilF0pioDPjD/T/kwPAB9g/tz6k0mMgk+NHBH/HD/T+cco6NR4c41Df1vi4HY8kx2kPtl/oyzj/JIAohhDhHkqESQpyTBcULaAu10RBomLLPaXPSWGAFSevr7iEYi3HX3HL+K9hOZ3wHPleaEr+LEr+L7tEkx7zrGAiNkbJ5WVLsY1csaJ3I4cZdVEtipBMAQ3Ng08A4D+++DiPGS3o7k5JZAHgzI7RoUKQ8hFSGGsNNgABmKs5Tr24gETnM+65ag6diNuj2nHLbT7c8TTQdJZaOTfk8a+SgQsPAnhxlLDmRaTOVmS1f3zUaZ0urtS7W3IoAhPutyoquqQsuc/ycF7GAwo8O/giw5tmdakjolUcCKiGEEOdGAiohxDlx2Bzc23Tvadv9/opFgLXW06PXVrG3ez5XNxTxw4P/DkBDcR6xAQ8pmzXszeO0sXJGIeF4hjy3HW10lB4rvqA030dyeJjjL7+VATe9ocSUzzwTBYmuU+7fpvehTJ2RuJ3bQzMJtWxkl9ZCWjNp2LafNYFyK5DxFEDVMszoAF3xDtCnJv5TGZPhaBI/BuVDz+EdG0AreH92f8bM4LQ5rbbGpEArPIC+7fvWN+u+NOW8bxwZYl/PGB9ZVUfAPVGxsXMkRu9YgpUNhRcs2OqN9r6zAiplnrjhklyGEEKIK48M+RNCXFCapmVf6kv8LtbNKcPnmvhdjsvm5KFrZuK069QWeQCw6zqFPid2m47N7qS2wENVvpsirx1j0tAsu67hGR8i6FVn9/shu3n6QEzDZCSW4rlkOwpFWrNeul+KdPF81MqaEQ+ijr5ER+eb0L4RUlZ2KhqN0t1+jFQ6zd7uMdqGYsTNMfYk3+TZVCtDzW9a611BtkQ9gG1SAJQabj3l9W1tGyGeMtjSMpKz/X+2d7Hx6BBHByKn74hzdNkX2UjHoWdnzgLPp3Ti/WQSMHzMyhB2bAbTmP44IYQQ73qSoRJCXBIlnhKG4kPMKZpDvsfBZ1bfyabeTVMbBqogGcbmLYZkiIDLTiiZIW88KCvyOQknMnxm4Uf5YcuTKDPBQDhJ5jwtyGsqq1rgc0wEN7G0watDvVzrqGJ73xCHzSAhfxyPw0Yq1I+tqIH+oztwmHEGUxHSehWaUgRTrXiAaMrg9e52No+VclVtPi81d9I+GmJRQ5JK58S8sWQqgzIzhM0UZae8xunvNZRIs7llmK7ROPcsqcJuO3+/QzM5MaNzmTnwFIy0wtARWPzBMzjghD7s3Gp9HWdmoOGa83qJQggh3hkkoBJCXBLvmfkeeiI9zMifAcDS8qW81fsWk8tJOG1Orqu7jpeOz1Ny+bklpXjNTOIqn8WidJq9pMl3eMhb+F7sqhczEaK8ewclupfdoyPTffQUFcpHnxY9ZZvj2anJXu8e4DW9EzTQolAecHNkIAL9+wiYcQD02AAVjGIzU5SowwyNJ6BaVA9Qyu7OMfZpT2KoNEPKx6LiDMerASYzBj8PN5NSBvdF+6jwVWCaCl3PHcZ3stAxr38L+9r66Chcy6G+MAur88+oP7LnVYpkxsTtmFrC3pwyRO4yMzIeAA8fO7P2p8u4jbZJQCWEEGJaElAJIS4Jr8NLU2FTzrbZRbNpHmnOfv/JhZ9E0zRsmo0X2l/gpqa7MeuieHo3gaZx7Yo/wdG3mQpvBei69ZLv8qNrGgvchexhJBtszDGLKKhew7GxIDWRI+zSrXLrd5gzSZA5bUA1ndf0zuyfFZBIGQSSvVPa2UyrDHuaiWFjusqgKQOl2TBUGlAEYykOxbfSEJvDgH8usWSa1PiCyB2hDuLxPJ7d08NNc8uZXxWY+Ozxm9zTNcr29iCmMsiYCQK9m6gMR+n3zydlTFq4eFzSSPJi+4v4HX5uqL0huz1jZrBpNl49PMjOjiD3Lq1mRkluafeLMeQvlo7hsXsuTtGN0wWImXObqyeEEOKdTwIqIcRl47rq63ICquMv0k2FTTTkN2DX7WTMDIcjnVT6KtE0jdWVq6c9l13TSTv82NMRZqtCqu0zKV3wAVoPDeCN/H22ncemM2qrIE4ITyZIvnIxpiWnPefpBBPpU+5PkTsPx2EmSdm86MqgMrKXZNRHKhNhpuonbs9ny7EhYqaBx2Hjja7NmKM+OhPbad/h4yOZmyadSdET6eH/2/I41a6rGE63EM8ME7JZ96ErY9oAaO/g3mwJ9OtqrkPXdMKpMP998L9pKmxiT0ctAG8cGWRGiY++aF/22Audodo3tI/Xul5jZcVKVlasvKCfZTlNgDi+NpkQQghxIilKIYS4bDhtTj6+8OM0BBq4fcbtOfvsuj3733ua7uHqyqunHH/7jNvRNZ2bl36KutKFOMrn4VcO5qpiNN1OecAFwFDxeyhWHpb7SlhZX8zh8vcy7G2kK7CcCu/VrDEnFuCda57ZYr5nIq7l1mh3GDFcmTBV4V1oysBthEhpJgYm/mQfCRVnOJpiJJpiV8cIbZHnGEm30Zc8wCuH+rPnMRW83PEypjLoTOwgZgTRMGkzw9k20aQVzMXSMV5sf5G+aB8pcyJIOF4YY+/QXgxlTAlsx5Jj/PLIL7Pbpq70BcFYip9t7aRl8O0Xw3it6zUAtvZtPU3L8+R0GTfJUAkhhDgJyVAJIS4rHruHO2feeU7HzsyfyacWfQqbboMG+PNUjPAr36a3b5DBwEyKfS4eWFVHMlND+eEeHHFr2J8NJ4WOOhpKPNy9+B7+Z8NWru//CT6cGJgcYmIu1jL3egpjh3hJ7zijazpVcYzCxPQL5KYxGQk9wyGnEx9WEYx8uvCnBzHctUScZaRUjEhmiAJ7NUqNr2WlMhTG24k5iknbPNliFZoy2N4+ytzKPN7qf4kDgy0cGD7EivJl2c+Mp1O0DCZIZaZWsxtKtvGjg/tztk2XofrdgX66g3G6d8X57C1NPNPyDC6bi9sabss5biQxQpG7KLv21uXhMq9aKIQQ4rIlAZUQ4h3FNmmhXb/Ti//GP6BkuJVFpfNw2HXKAm5rp9MJcWtIoaZpzPCsYUlxAV6XnaizhAKsdjYm5u9UFn2Cbk8TaVcV146+wBt699u+Xo9dJ57JDU5GSdCphfFNGkHoTw8CUJDoJOIsoz2xmUhmiKC9Clv/dXRmRggke/FkgngyQfp98+mLJAiRoT+6gepYOT97bQHbkvswlJWNKrCNMRRJUuxzsuFwLy39iqRjhECB9Zlt8bcAhZ4JMitgt0qR290T89XGxTNxRhIjdIU70LDmag3Hh+kKW2t9ZcxMNsO4rW8b2/q3sax82UmHa14Sl3uRDSGEEJctCaiEEO9srjwcVYunbi+ZA2Pd4A7A8RFqCtwOG7+3oo6u8XoTx4pvZv5wkCFPBYZ3LgD9efNxGDGI/Ayw1sM6nolaa1bjxU4Sg9f1icWDhz0zKY63UOJzMhS1htoVe53WQr4nBFRb9T5OTUHsAKXpIEF3jBKjlIGxDbgmtdAwUSh26gMQG+AIUBZ5BRWYRWGiG6cRpW/fGK1ON3pVCeFoEJeWj9l/gP6xPsrr5zCStjJoBQ43jHZa/ZVXDiWzswGVYRr8YN8PADgYHmWG81Y8tgLisUHaunvAnU/KSE0EVP3bANjRv+PSB1RGBo78DoqbTj/kj4tQGEMIIS43yQi0vQ5VSyGv4lJfzWVLAiohxLtTzUormMqvhdd6APC7rR+JtUVefl31EWxmirizCIf7j0D38KGra9ndOcbB3hBdBSuYke4gmN6Jy68xFEkyP1NCCdbixF4c3OOYyVPpFgDijkJ67FdRWzDGqKEoTLRjt2kYKvdFvcDjwOOwMRRJkj7JcMGq8G708ep/RfE27JmhKTNiHUaczAlrRQ1oMUqjzTjGFzWOJFsoyTgJJ/Ixkm1UuxZRGj1ES2yMVHlt9jhdZWCsm5RhYo724s6vJZEIAtZcp3jKYCiSxDAVcXMMj62AkS2PYxs4zKB3FvFMEq/De7Z/Qxde7y7o3W191Y4XvnB6s4szCyHEu96hZ2GkBXp2wbovXeqruWxJQCWEeHfSdSibB8C9S6tpGYywpLYgu/vWZbN4+dAA62eVsKszyJLaAirzPZTnuVk9s4hXDw/Swn18pGINlbYgzL6T1ObvMzA8QrD+dmq7fk3AbWe0Lc0LjlEATM0OJbOpdERw9XTjtOnYA+UEuyfmYzltOnZdozzgpisYn/7S1cQ8J4cZZ48+tV1hop2WaZIqx4MpsNbWspsJxvrbcJgHGctL4xoPwkzDABTuTAhfNAJ26A9bVQMrO7YSce6nu/J6dvTto7kvRDxtHdeZ2EZb/C3sppXic2dCbO/sYl1jPo7jCwsnI6DbGYwNUpqMgSsPvGdf/COeidM21kZTQRMOm+Osjyc1qVT+8dhVP8l5Lkbp9nc4U5kopXKG5QohLnPRgUt9BVcECaiEEO96M0p8U9ZZml2ex6wyP5qmsaBqYkFcXdco8Dq5bUEF4USG0rzZ2X2e1Z+gXinqlQkjzwHgr1pLPfMYjD2dbVea74cRBz7dweradWzvfQYzo7FfH8Jl10HX0czp5/RMHjI4HR0429lA+UlrLlho7DmSmlUZ0EwnqArvRVcZFJDKmxhQmDEVQ8k4P3vpVXaZwZxzHZ+f1ROxgjxNmfxm8/9H0e7ZbMy7i13hHpbqR7HrGvsKGlnXdcA68Cx/89kf7efJo09iKpNgMsiaqjVnedeAbsdQJv1GnHIzgw3gpIGZBFRvh1KKHx/6MUkjyYPzH5SgSgjxjnI5lVgSQojLyqkWlHU7bJTmuXI32hxgd+a8lK+6/g5qykqoci2kyFGHx24NCSRQxQeKlzKn8Ta8hXfRSAFhZwWUL4Aqq/qeXZ/6+bYTtuW57Ng0q22R10F1gYeaAs853a/LCGX/PNy60xrqN+54dgoglsrQHY5TM/IiurIqZziNKIFkLzaVuxaXy4jgyQQZCfVxLPQkTiPKyHhAqCXGiJu5peTBKu0+hVIQ6gUjw+tHevjLV/6DVMY69sjoEdLmqdcAm5ZuZ2Oil19FjvHG6HhgZ3Oe/XnEaZnKZCw5RiKTYCw1dqkvRwghzivJUAkhxPmm26DpZjBSOH0F5HuSVLgWAOBz7CKeiUNxI96rHgFNo8u3kB5HHWOx3+QMfSvxuxiJJElNmkulaxo2DQwFPqeNAo+DAk9uVsWnO3DZkiSNC1O5Lpqyhhzu0PvJT2RQmg1/yhoWEkj2MOxpzLY9HmClMXDED5NxFJExFbG0wZ5gCwdCzazz1jDPNLPVA3997NcTH2akiaWieIePkjr4NK85NV4ILiCWNOgLJagp9BJJR/ivA//FJxZ+4uxuRLexLzkMwP5wO+4MLCuoZfoc1enLqneGOkkaSZoKm87uOt4FzEl50wu9KLQQQlxsElAJIcSFUDux8PDkV/FybzlD8SHrm/EMWHGem74xqPctBcbLC1Yu5k5HCbGeQ+wcHGWEOGlPBnvZLGbnG/QMHuHB4jk8GT2W+7nFTSyPxRjVUvRqBimbjypHlJRhEk0ZOHQNQyk0rKAM4Eazlg165ylvJ2XzYzcTOVkrAF96eErb4vjENR1v36NFcJoxnMkYBjAcTZEcitEEvBzrov/wARZWN/Ji91OMJMbX/YqPYvbu5fsDXXzamc/TsVa6R6P0cLzC4ETPJjIJay0uTSdpJHk2coyZjgBLXKW0Dx8kqkzmlyzIvdDJGUgzw/bECGPhFtZPF1KlYrDlu7DkAatwxTSebrGGdZZ6S8l35U/b5t1KnbaKohBCXLkkoBJCiAts8iC91VWrSRgJZhdOzL26Y2EFm1tHWF6/nnyPzqbeTRS7i5lVsgAj+FViSqOfKD3uILgLeGDtZ9EOPIk2eIRyu5f+TIxyu5cVCx/ANA3q27cyqmX4bl4JALP1Ayggz62ywwiHIkmM8XLt3hMCiELlYlRL5myLOEvJS/ZOCahOx68cRLQ0LdrUYV5aqBsC1hDC5zb9FRmzmpEa0yoWomkw2sZQJEVy7Ahf1W0U5znpDSXwuYfwZILYPTVgOECzQ6SPgz2bWVCxkqOjR+nLROlJR2gNRejY8Nc4HA7Kb/4mxb7SiQuYPE9tfOjh0eQQ6+2VOdc5GE5iKEUFQ7DxH6BoJiz+YE5ANjnrEkwGJaA6weT+keBKCPFOIwGVEEJcYFfPLOLoYIRF1fm4bC5ua7gtZ//xIhfHXV9zffbPtrxSVtQrzKqbOZgepKzxFmw2uzXPaugo9/ms4XWapkHlCnD6IB4mnJ4HkX3Z82jAdTVrGXb7GevYyIiWGt+qsKNzg1nLq+NZqloVYFQbxKFr2dLtswIfItz3t6ROUZvBrxysUBU52a6IdvK5TU4zCnhIGwoNg9e0LgJBO/HBXgoKi7FlYtlhiwnTKs0OVgVDAF8wyliwmTFnKTW2IK8O/yNFgdmY1UswlGI4kqLbGEDXoDpfI9LyEsWLPjRxAZOqJZI+XilRQyll9WfFIjLDrRwdtLJwSinCiQwzzaPYkhGUy4euWVORjUnnSmQmKimeilKKjnAHZd6yibl171CTAyoZ8ieEeKeRgEoIIS6wgNvBp6+fecoiFye1/CEcqSh4ClgyebvTqkqYc05XnpU1WXgfsURnTkBl03TmeCvxzb4DRvo5Gg/zhDOf+eFj9OYtojK8l5vNekaIU00eexjENh5QxVzVlDkKWea6ngPJjfhw0KtF0YCZqoBi5eGINsISVY5vUrYrX7kYOyHTdSJrKKKVHUprJsMxq2CFIzSCx5n7T9SJc8LCSes4LdlL3OvA57TzXKSFBa1j9I4lskMtj48MNHt3w6SAKp1Ok8iYuOw6mjEe+Gk6z8TauMlTQ1fBWn7XXscK/hOAtmGrWIbdofH6oR9RlFfNe2bchZaKYDomCpTEM9OXuz/RgeEDvNr1KkXuIj4090OnP+B0kmFw+i/LEu9q0sDXycGnEEK8E0hAJYQQF8E5BVNgVQz0FEzdnlcBs9ZDdBB6dlqFMCZ9hqZpLPLfjUmG93pdFKcSeCuXgssPtStJ2qPkx+cy7B8jYQ/gyi+jqOslfDjIc9kpcjhJGyaJjEmpcy4A7cXruLG7kzQGvVor1QUeimNOKhI+KpRvyiXeVFjFk8HWaW+rSRVQqwK8Eu6Ydr8Wt9GXOLNMD8BILI3PaSduZoiZ6WlLSGyM9/Dbnd9GAe0jMeqGHAzGkhS4HeSNL+qMw0NnOs4PMwO0bH+eOseiKecZzsSJRgeJKoO+w89S2bsPY8ZEVjFtprPD2k71935w5KB17cfnjL0d/fvhwK+hZgXMuvXtn+88m5yVMsxzDKhGWqFnh/Xcu/LO05UJIcTbJwGVEEJcqWqWW+XEi2ZCXnnOLg1w6NYwstrVfwzxEcgbnxvUdAuaNwT7+0g4CrDpGitXriO1Z5Sx9j3MLs/jNc8iwrEYw8NJSvNuBsCwuQGwo1Pl8aABTY58IgkreOgOLKUyvJdinxOPw0ajLwDBqZftVDrzlTW/q14FaNdCOfurlZ9ZqpAN2tRCGRndhd2cPut1PIgKnmT/mJkidGQT6bKF9AbTxDJHyQMiqcxEQIUGlYsBGGg5StII00icPFyMkaQQF1FSMHAAipsYHWij0lmEcexFKLbmZyUzSX77xmYKh7azcN29uPJKcU5Tjj1lnHw9MbCCEEMZOMYXGw4mgmzq3cTy8uWUectyGx97mYiZRu/YhPdyD6jONUO1+yfWf5WCRb93Hq5KCCHODwmohBDiSqZpUDr71G0cbnBU5WyaW5FHx0iMqgI38ysD2G06rLybmoA1P2tlZpQtvVu4q24ei4vr+dVOa/HfzvwVFMY7+Pjtn8U48jsGWlqIkEJpOt2BJXTmL+eRpn6SLS9TZHOzwl7GtsxAzmfPVhOl4WepwmxAdavZgGfSP0srzApc2DigDTGqJalReexzFlCQmL4iYSJtMBRN0c3UIXcj0RR2m0YoEYfWtyhwllkv5uNShondpmMqxZHeEPnjpeiDmT7e0LtzzpVn2CnAAcNHOebIw6vZKdCtIX+mqdg5sJuqw3sZIcPG370K9ev4QNPHqC+elMUzzZy1szJmBl3Ts3OyAH5x5BeMJcd4cP6DOGwOnm97nuHEMG1jbTyy5JGca0ork/8MWRmvPxivdtgf7SdtpqnJq5m2v3KE++HwczDzBihsOGXTY8FjHBg+wM11N+N1TF/x8ETnJaA6LiHrWAkhLi8SUAkhxDtQTaGHjpFpFsgdp+saty+syN3o8lvV64CVQEOggQJ3AZH4RODRnb+M7vxl3FpQB7PvoOfoPwOwp+L9LJ9ZTpHPia9iFr7SOTDSyvvya7hmsIMXQzUMhZ+nSHmYQT7VBR66g3Hc2MlXLmxouLHlXE4VfgDWqGoKfA52uNehYr896T3lRTwMaalph/tF0wZMqo9xfN0sgIyp6A8nsWkwnAgTcXoIxo431gi5qtBVhqijhPLoAcLJDC67jsftpjMdpjMdZr23jkjzq/SkvRTWLaJH7xv/YOhv7+QXY1380c2zcNh0SEVh63+QSnRA8UwAvrf3e5Tb83jfvA+xsXsv8YSTgegAmqbRF+ujNq+WkeQIyYzB0YEIR6vCON2jeB1efLZCukbDZEyFTdeIpCP4HX5+ceQXAHx84cdPX/Ri3/9AIkRoxw9R1z52yiqFz7c9D8Dj+x/n4UUPT5t9O9HkgOqljpcochdR6C487XHTOz9VAsOJNH6X/dyH4wohxDgJqIQQ4h1oeX0hTrtOQ/HUuU1nqtRrDWHzuXKLQfhc44FPoIp05QpaR3TijkKunVUy0SivAvIq0OvXYIzGGNzWxfzkEIFkL/qk91cdjeuVlUHRJhWYH/DNwdTtVIT3Y0dnXkmAHRGNuKMgW+XvKrOMfFy0akFmqgK82Gmdpjz7mTIUKPQp20OuyinbhqIpigGvw0Y0ZXBUDzEaS+IhSWdvH5OKs1MePUDK/BmJ9P/mt60v4Au2cVMyghnuJZExGE7qlAXc9I628C/9u9g0GgCgqcxPaZ6LznAn+/f8CBXppE3VEopn+NmOQxRUbAWgzLgb31CEXpXApsFYYgy7NvHPe8pInT6gSoYxleKJ0CE4+CNWlN7I7mNu1jQWs7D65MHV5t7NXFdzXe7G8UWaJ5tclCJjZvhN6294YN4Dp76mkzkPZdePDUb49a4e5lTkceeiqX+/QghxNiSgEkKIdyC7TWdp3blmAHI57ToPrW1A1zRShonfNf5Ph6Yx+5p7CbaOcEvFyYsElAfc5HscxJvu4urMG/gS/QC8peYz5JvF0h5rbkzMUUypHiSaNGgvXIOhOxnyNrGw/ynsus6amYU0d1xNn0qzPjRIPVbgcYOrmlAik/PSfq4M/dT/LI54GiiKtwHW4sS638lILMWrsd5sm9LY4SnHjcW38+OdP+LAsTewGQk2EKci4GaopxUFjIVslPicBPta0Z0LyEv2EYtUkfEVs6lzK56B3QCYWiHgImFOBI7tw2HmjN+7oeD5vf9FYd5E9lF1boG8aiiff/IbU4qwOTGn6we7nqLGto7f7U+fMqDqCLVDqAl8JVYBlfgobPsBVC+jt2wOR4JHWFW5akqp9LHkxPXv6N+BTbdxVelVJ7++82xrq1UIpLkvLAGVEOJtk4BKCCHEaRX6ph/W5XbYuH526bT7jrPbrIBM00DT5kKwE0aO8cGG61BoJHe3MhxNEZh7A949/8nW1hEMzZrDFHFNFNuYXVNG01gpBbYqKmJPsbTKTmze7xHc9F+EEpmcDJdb2ZjjXs1zjhCVkb0A1Kg8urTwlOtL2gK4DGsel6k5puyfLOYoxtAclMaOADAYOXVhicnaD/4az/glZoBkxsiGgOnxkvDhZIZCox1PJohvZIi2UBkjeglLNROHTUc3k5REOyjNeEG5QNMxjDA2I8bx5Fq8fw+pgb3QcA2k42TaXgebZ2LB5GQYgh1QOteqDjnuQHo0+2elFMFMN8fSr7O593pWVa6a9p68sVHY/jgU1sOSj0DbG5BJQvsmngwdyLab7a2C6BB4i0HTssPswqkwb/W+BcCC4gXYTxPQjl/c6duchozyE0KcTxJQCSGEuOD0yeP8CmqtL6xqhO6lH6AarBflsrnMLXYSsufTMhQlnjI4XHILaxq8UFDPurkxXj4E5Ysfw12Zj1vTiNmmDtObpQoZKroVb3ILI54wdjPForibLi2MQ9dYlCljoy8P3LOJJZpxxa2AyjghoNI0LVsC/ThDP/2coePi9gLcmTE0FOYJL/GTT2stsWzxZIIARFMGrlQvDq+fhDKx2XScsT7sRphUdBueNqB0DtUjL2IykQEajaYo9DmxJSOAIq4M3oj3MCvUyabOIWZ1PssMp8LReDN7PG5SRopUvJv9yWFiKYNIKIGmafQnD6KUYnv/9omAKjEG8SDYnBDpw0yn2GrqzBxK0D98gEBimBNLYAzFh5h15BUIHoKSWZBXgVKK3nAP9nTU6ghNI22mzyygehuZSMNUmErlBN9CCPF2SUAlhBDi8jC+KHEBsB5oHYryq53dVM9aCjOsTNWMEh+fvHZGzmFO+0RA9bGbv8IbW39NyHkdaZuXCud8jmT6KffUYY/vAcCua6wpKSOk30SP3clopit7vHnCC71HLyBmWJmbeZV5HOwNk9Hd+H1rWRPuYZg4O/T+nGOuM2t4XbfOGXJVZgOkE6UyE0FQ2lRTArfj7GYcNOgbS2AfbzOkxSnNOHENNrMvFWeGNjEsL54xcSQz+DNJbHYnWxJ99KajPL/1P+kZCVMWbaYq341t50Fw51vFSJLDKGA4lqJrMIrLoU9cj1Iw2gZ5VbDpX3CFDpI0rUWV+8e/tib6oXMDDDXzh/bcYid90T4OxMb7KD5qza8Dntz2D1amrLABCmpJm2k8nHquV38mxtbBVlZHBwi4C8iYmWkrDTaPNDOSGGF15eqcohM/fLONWCpDsd815RghhDhXElAJIYS4LM0o8fGp62fic9pO2a7I5ySeMvBUz6esbhGd4VL291gZp7+4/Rr29TVRV1DItp93cXM6g1k0n+qlq7jBNpOjo+1EuvMoq1jB/u4QCp0a91KKHTNQmPQbm4mNF0u8beaNHOx9GqfuwRu4m27nYRQ63cZWnJkIxfFWdJWhEHf22pRmw650Mpo55bpDyUzO991j0y9kXJDomm45r5zhhseLcTiVTkozCSUytHeN0FhRRH8mxlAkxUBqiNK4tZByMmPiddisjNN4GfJ4aqKcecawSq8rlYHBg6RHRxnxFxNLh7LB1PQUv4m2cZ0nt0x/c2p8OKGmgZmBdMIKpsAK1gpqGUuO4ba5eav3LQ6PHmZxyWJWVqzMCYh+GTmGQhHc/s+oklmEkiE+segTU4puvNTxEgA1/hpqA7Xj92QwFreqN45Ez3yophBCnI4EVEIIIS5b2QIYp2Bf+Qnqh49A3RoA9Ekv4JqmsajSyoj0NLyPdLCXVUuWo1UV0ATk51XQkvABPj688g52dHZTYptPMG4FDWXuOvpjvTh1L0vLF/OZVQ5e228FR0M+a/0vFdpO0h4g7CxnRmIYsNbQOqQNc2P57ZSFgrymTWTBRjwNJG15OI0oKZuP62NRqjJp8nDyjH7s7fUXTkawArPCeDsjre14CzwkDTNbTAOsghoJpw2fy47LpmMoxXDMCjJ0lSEQ7cZpRHGYcdA9jOUV8Yvu16b9zGgqg1LgNzKQitGWjnIsNUa76aE84MaX83eoQc9uSE8t6f/0sacnvknH2bb3CcqUjYaq5WTMDO2jYTrHYpT6XYSGj9DVP4CZjtNRdwtziudkD52c6Xu65WnWVq2lxFPCr48+Q1vcqnpZ71uMxtQgbDg+zH2z7jvDoYdCCGGRnxhCCCGubIFK62tcsX/6OU6/t3oOg+EGaosmXqRLvaXcUHsDAWeA2rxabp65nOf29RKMW8Ur6nyzicbt+GzF6JrOqpoFdPR10jU6sXhwbV4DneE2ym2VLFLW8EOHbxlLVJq7rruGbS1Psc6o4xXdysgk7PmYmp34+Fysaj2PALmLH/uUgxhp1qhqgiQ4oo0yg3wOa6Ocio5GoyrgmBbMbps8tHCyaMogmjJy5m8BFMdacBkTxTtMpXgi2IzTdmIpdGsNr5HxNbs8vXuwpaMAjMbSDBtjDIaTrJpZPHFQJPc+p5WKQfd2AML7fsabJDkyeoTDwYMoDYKxFGUBNyrShwb0v/HPDC/9PdIaXF9zPRmVm0F7s+dN5hTNIW1mGEm3WfcUizHTvS7bJpwK0zzSDMC2/m1EUhGuqb5mIvOlFLS+Cp5CqLx41QiFEFcGCaiEEEK8oyyuKSCeMqgrzp1b43HapmwDq7rcZGsaS+gOJlhSm0+Rz0XvWIo5k8rCv39ZDd/f2Eo4Yb24/z+3PsB3Xm0mk0jjTjxJr6eB9sI1fPjqOtA0DhTeRPXYLgp9CzlgdmKOrxHl0v3k26uwR1uy526gnIgKsVxrZH6ZjWN9UUrw0KQKaS5ZDyP/gqE5CbkqKUy0s8gsoUUbI6qlidsLMNJxFqgSFqgSntNaSGkmA5HkKfvrxJlbk4MpmBiKWOp34Z40Xy2eMrJZLQCVjHB8kbG0YVIR2U/QXUskmY+WyuB12qctBaGAsZFBvDYDZ6A8G0wBvB7tQB36JWmbF1Obfo7ZhmAP/iO/xV1cx5KyJTj0qZUa00Yaw5w4PpYJYmQijJh9tATtPNfyrLVDt7GjfwdKKXRN56a6m6ztoW5o32T9eTygGogN0DzSzNWVV+OyyZwsId7NJKASQgjxjmLTNdY2lZy+4Unkexw5hS8+ed0M/M6Jfy51XeM9i6t4cmc3180qGZ9r5MCw2dhZ+SFumlfOYpedinxrLlXpzCXs6WvEo2tU6U/RORJnTfVyKpyLaR+OYTMPTnx42YPMD26luWAlN3g3EPKns3OlRr0N5Nv+kIOJjWgoSIAbOx8NzOFb8S6UZiPGRHYmNWnellvZSGgTc6TOxUg0RZHXgdNhQwP0qB0069oWmCUMqTCMh0zHA6eCRCdH2lyUxNLomkYibVhl07GGc9p0jVjKINy+k6gG1fPW5HzmWDxNKHg0Z5sid1hf3DQYG40zs0gRSoWmLQLYMtaSU1XRlRpmOPg3hFyVPNfaAp2bwTSgoJYes5CusTT5IxvAVQ7lC6w5X9kLsKoS/s/h/8lumrK4sRDiXUUCKiGEEOIUAu6pGY+KfDd/cMPMbMGEGSU+mvvCFPqcXFVbkNN21cxiiv0uFtfkE818nEPDx1hZuQQdO5tbR3D1pUmPxzoxZwmHyu4AQEOjvtiHzaazlYUA2JyVmEnrn+6QqxJbXKOgdi7VZhWjwR7mJRSRSCn+1GDONdyg6niLHgpwEfUnGIqmKFJuRrTpC2EcN+quozBhDVXMM50MRieyXetUHa9o1r4Z5NOTGcMxPiwwMykbVBKzAqKhEwpBhJMZPHY924emAqN7F6PRJHabjs9ln1K44zjzhKDJiI+xv3sM+HX2fNFkhua+MLWFLkodKYgEKY1aCzAfz8IFkr2QmUUmk2E0lsKdbMWIH8btrmOoexD0X0P5ApRSvBzrpM+IsXxoP3NLF2Y/eyw1hhAns7F7I5qmsbZq7aW+FHEBSUAlhBBCnIPJ1edunldGvsdBY6l/Srsin5OrZxQB4HYUc03NxJyia5pKILaETVs3k7Dn5x5YtxpHx1vMWHIjhxML6O4NU18YYM/4iLwbltzO2sA88ivqecRMs6V3Cws95fxkp2L+wDMUpbsY0RLkuebjiqe4QdWSIMPeqmI4sp3VqopdDNCjRU56jwlHAYwHVPUqwNXKxyFthEZVQB5OFpuluLGjo1Ea8zNqxniPawY/4NAZ9WE8Y+Kd9CoyFk8Rz5iQMYmcJJgyTMXQCcMYPZkg6VAXyTI/bhsw1Ex3xEWSQiKtWykN6OgZE5cxzfDH+AgD4QSGgsT4fLPCRAcpxofxZZIMJkezlQpf7niRhsKm7OFum3vKKYUAiKVj7B7cDcCK8hU4bWe+hp24skhAJYQQQrxNLrvNCo7OxZw76GpOM+CfS32xl2AsTVWBG2beCBWLwVvELQqW1BVSlufCn3cPaSPDPfOXZU/hx8VN9dZ8H6+3hRFPPStSffSQpLfkAUaGN1AUa2VpZSH+xts52NyGHZ35qpgK5aMKP0kMRkmwTe/LnrfBeyOdZpKyaDNObAwFrmZJaMfEfiaCwLmqGBUvYjieYSUVDGlxoqQZJo4xPv+pWHkY1iYKeoA1XHDr+GdGJ5VuP9nyvSZgnpiiAgLJHoIHeykoLseIDuOJpdECS7GbSRQezJOs85UePIoxza5RkmxN9BM59iwuIz3pAgx+efAloskMPpddXpLFSalJT7Gppi8OI94ZJKASQgghLiWXn66CFQB4nTbet7R6Ivvls7JZNg3KA1Ym5M65i095urWNJXTmX0dlsoxDg3nYNAcp3cvscj8FHicrK1eS4afW5+HAizWkMeqbS2X0CLNtcziaOUw1fkK2fFI2HzFHEfVV17I7Up7zWbsrP8BVvT/Pfq+Nz56qxE+l8mdfKDtVGCc2ivHwPK34cRDSznwtqOkCsemkTcXg4ERAaDMn1p2KpaefQ9YXOvmwx62JfsyhAygjxUgkiV3X0Ae72Rodxeb0sKy+UApSiJOaPNdvckZbvPNIQCWEEEJcYisbitjdFWT1zOK3/eI1vyrA/KoAUENpJElPMEGeeRNFx34EJbMACLjthBIZSv0uIsk0LruN5oLFzLrxIwT39LJsbAtxewFJPY8m7404fV7mXLOEXb97I/s5LUXXk3YV5Xx2e8Eq6oObASjxOxkaL6hRRyDb5mZ9Pi4jwTOateaWHycuZSM5XjTjarOSMryMkmCj3g3k/qY/rXtxmFPXsZqOO2PNbzpZMHU64WSG0OFt2HWN1HhWzD3cRkXGZMxVDcMj2EuXWI1H26DtDZh9O/jOvSiKeGeSDNU7mwRUQgghxCV27awS1jYWo+vn97fYxX4XxX4XkA+VfwJ2K8s1u7GR4EA3hVWN2MPWosNzl9Wj5QdIpk1ePrQqe46AvYIFVQH8LjsfXXcVmY2vs7trjAH/XD60ooaeTo3U+Ji53sBV1Ac3Ux5wMaPYh1IRhqMpttY8SM3Ydoa9jdSM7aDU3sv79Eb64wnycFJW+AD66FM0aqVE/fPRIwconrTwbgaTcuWlX4tRUHAPq4fexIZGH1H6tSizVRF+nPxWt0rQB5STOBkKEp1vq/+CcSvDlZo0xDBlWC/G+clukiMuzN7dUL0Wdv3YarDvF7Dq02/rc8U7w+RfBKiTDDkV7wwSUAkhhBCXgfMdTE3hmAhQHEvup7R/n7Wm0sZ/BECzW0PXrqotwGnX8bvspA2T0jwXeeOVDp3+QpzLPshVS+wsyK8j4HZQecdDvPLcLzhccgu3zi/HF3RRW+RF0zQcbi+d9kUYuov2QqvKWWvRNSxy7WShNsj+7hAdejVJ/0I03zz2oWOz6ZRHDgBWYBTSUlTip1EVEFJJmj1LGMtLUhXeQwP5NKgTinkA+bhYo6qIqDR2dI5qo8xVRcQx2KL1ktGmzxboSsPUFPnKxZg2/fpdk6dvDUSSJKPB3AbJ3HW8xLvX5KyUOumsQPFOIAGVEEII8W7jDkD9eBnnWeshFckZpjavMnCSA4HSOeQsj1y+gAXva6Q2kaGpzA83PwzHXoLZd2BLF9C9szvn8KQ9gPvqj6Ht+EcWVuezcO3HKe9L89phq9T7+5ZW4437OdwfYY2qwpkPZlDHhk7GvxRN0+goWEVVeM+US3MonbRmUq58uLDjGn/NcZd+CmNsKyXJPu5UM/m1ZpVyr/CspS/+5sSt4WGlWQnATvrpnlQB8Xhwd6LR5IkvyvLiLCyTs1Iy5O+dTQIqIYQQ4t2sZvnbPkVZwE3Z8RisaAYUPQxAHfDeq6pw2XXeahmmscxPZb6bEr8L1v4xZJLg8rOw2uBAzxgFXifVBR66Fn+cIzv2M2v4ZVYWFLLJzGO392rijkLmVeZxsNfKAi2uycfntPOj4HzCrgoCmkZERWi3V9MBlEcOoDSdsLuSQ847KYy30TT8CuvMOjqcPtJ518GkgKrBsZDm/NXMG/wNdSqQDajWmXWkMNio5QaHAGlNXqXE9EwkQ/VuIT8FhBBCCHHBNJVZa3PVFnlzd9hd1hdW2fmPrmmY2BUoY9iXxGVEWF1fwnDhLOLDVpW/G+eUcbA3THPJelYHjsL8exjYEgXABuRTkD1Pf96CieuoLGQk5qO/ajYdoylMzQaahjv/TsaSh7nBKKer+GZSNh9d+cvJmHFGjd0UJtrJwyqNXqX82XW7mlQhR7VR0thy70vem8W4nCF/MofqHU0CKiGEEEJcVirz3Syqzqdg1i1oDUWsi6dRh/pZXleE22HjgdV12PUGNN/68SMOZ4+9f2UtT+7sJpWZeJmdUeLjrsXWUL4j/WHaxnqz+wJ5NxLIu5GWSZ/flW9l7Zaka/hIyZvs74jQ75+PK2oNSxzyzmJ2dAgAc0pVxokXZ8M0sOknBFzijBwcPojP4aMuUHepL+W8kCF/72z6pb4AIYQQQojJNE3jlvnlrGiwyrLnexy8b2kNdcVWlqssz02Rb2JB3bKAlelaXJNPVYGHR9c1sWqGdWyx38lN88qybV32iQDnAytq+Pg1DdnvP3HtDP7ghsbs97q9lMB4Fq3fP5cbZl5Hfn4VC6pvYMQzEwDDzAAQNdPW4sHjmYhjwWN8d+93OTJ65PQ3HB2SYhaTjCRGeKXzFZ5peeZSX8rbcmJRilg6RjwT5+hAhJHoma/DJi5/kqESQgghxBXt3iXVtA5FmVORl922tqmENY1T1/WqKnBTkuei0OugptBLLJXJ7vM4bDjtOuUBN/2hBHWVZTAE1QUeegoLaFz1Cb6ofxJN0/jJc4cZ6gXTNOgKd/Hr0EHmO4u40WdlVJ5vex6AF9pfoNJXid/pz7mOtJlm18AuZnjKKNnx39bGdV+6EN1z+UmGYcd/WlUmG66dsjuajl6Cizr/JgdUKSPFTw79hLF4Glf4djRN409unX0Jr06cTxJQCSGEEOKK5nPZWVg9tXz6dIsk2206v7+qLrvP67RbgRfgtFsDd+5ZUsXRgQhzK/Ng6D3UZVLU1czPOc/xoXyGafDmsWcBOJAa4UZf7UQjIw3BTn6x73E+suTTxDNxoqko2/q3YdfttI61sjU+yh8eHzCkFJxwzYlMgte7X2dO4ZxLNvxtLDmGrunkOfNO3/hMtG2ERAhaX582oNKY6IMredjk5HlT4ZSVgYwmMzgx0U6ceyeuaBJQCSGEEOJd5cRAa/XM4pzvfS47V9UWWN9ULJr2HDbdeoUyTYOh1g0TO5QiZYwP5xpthXA/0VA3P3HnE06GQBmgT379mnQtZgZsjpzP2dK3hSOjRzgyeoQ/XPKHZ3qL503aSPOjgz8C4JGrHpk2SD1rZuaUu3VtYkaKoQxsV2jwMbnK3+Qg0cRAv0LvSUxP5lAJIYQQQpwlfTxr0p8eydmulOKJg09Y3yQn1rEKp8JWgNXxVu58qckBijFpXs2RF2D3T6wgbLKRFtj5I4jlfu6FEklP3EPGzBBOhfn54Z/TPNJ8+oP79kHn1qnbT1OgYXLwkTlN8HU5m25hX00DpYzz/EHn+XznIjoEvXuycwjfbSSgEkIIIYQ4SzablWWKGwnGEmkiyQwB3cnO5CCJxJjVaHKAFB2EsW7rhTPYAaYJqRgoRV8mypZEP5nUxNyhofbX6RzYC7Hh3A/e/VPr+INPX+hbBHKDgrSZZmP3RgZjg7zU8dLpDz74NBx90XrZnuwkAdXxIXLGpIAjo67cgGrykL/J92RyHgOg/gPw+jdh8DCGqRgIJS5cifbm31pB8nS2fBcOPQsDBy7MZ1/mJKASQgghhDhLumZlqDLhfkKJDKPxNGNmircSfVYAMXzMmkN13MChSQfbiXfvYfTIW5ij7fwicowt8T7+ff/j9EX7QCl+Fj7C05GWKQUasi/LqYnMkalMMrGRKdmB4fgwTx972jrn+LEvtL/Ayx0v55wvlo6d9D7TZjrnz7HMyduecKET1zE0SDBmBZeGaUwbUL1yaIDvvd5KPGXkBHHGhcq+ZJJWpq97+9kdN9oOW76LGm2nuS/MWDx90qYnuw9zPLg6L4HPgaesIZT7fsGG5gF+tLmDLa0XKHvZs2tKIJ82Tvi7HOu6MJ99mZM5VEIIIYQQZ0k/Ya4TQMZUOHQNRlpIGSZDkSRuu41Cn5OcmUe6naGhAQDSQ4NoGiQyJsUlKZ48+iSfaHxftmnMSIDuBqxy4r8OH2KWI590rIsliSC6rvPE1m/BwCEeCMwlv3AGXPURYmaKnzb/FIDOwX38oX8OodqrrTLu6QTXVq7B6fCwvX87W/q2cFPdTcwtmkt3pJtgIsiCEmtR5LSZxjQVuq6RMTO5Q/AmFdFQSpExMzhC3XDsZWi6FYCUYfLsrjaGvTbuWWnnd+2/46akwYn17XZ1BgHY2z1GadFE8GG8zeFxXeEu4pk4swpn5e7oeMvK9AU7oHr5mZ9wl1WRceD1H/Abz0ew6Rp/fPOsaZtOnkN1PNOmoaHGM1SmAtt5mJJ23J4uKzP65rFhVp0wL/BC6AnG+dm2TlbNKGbN8Y2Xw/DDS0ACKiGEEEKIs5Sa5sUxkkhT4LWCp+FoCkNBNG2QCSdx2nWcNh2v0wahnuwxyUm/4e8bHGJGXiG/e+2vs9tixwtZmAZPHnmSpJlmd9IaQtd3+BeUFjTASCsAR1NB5gy088KLr9BXMkC27kHvHlp9IQ4M7QC3H3p3E9ECOBbfz5a+LQC83PEyiWAHb/ZvA08Bhe5CqvxVtA+H2No2Ql2xl7SZxjANBkJxCsOHIfZtWPkwONy82PEiR0aP8JGhAQpsLtj9Y+v+Mga28SzXsy2/xaZrvDh6gNnOGuvaTqhsaCqFMlJWBsnuOvc5VKkY2Jz8+tivASj1lFIQ6oV0DKqWsXV4L2aij1XuCgDahqKEExkW1eRWiwwmgmRUhhJPSc72UDwFHjDM6bNMyYzBscEwGcPErpnTZqgypkkkaZLvmRqcnytNGQSSvZBpALvztO1zGBkwktY8veJZ4HCfsvkrzQMoBW+1DLPmeERxmvlx8UycLb1bmFs0l3Jf+cTn7v055JVD/TUwvvbblUQCKiGEEEKIsxTJTB3qFUkZRFLxKduThpkNnBw2Fyd75TSjQwSDxWjJIIrx+n+DE8UfkrVX57QfCbYypjLZgCRkpjg0GCLjG+TNSAtrGotBmcTTBj/sa8bU7bjyiikEnup+lbg9hVIKpSCaSvPq0f8gnjbQ6lYzEh+m0lfJK4d70Y0Ew9197CztY093O0b3DgwtzQ8zW4i+2csDq/93dgHjPakhrvdUo4wMmqYRNJOMZnqAuWRM0yqBPnmom2lA22vMHjzA4ZJbUQqMvT+Hkf1Qu3JKQNU6FCXf48hZ2HmKVBTjjX9gMJwgVVWMU6XpPLaZ0KE3qC7wYNrdbA0egcQAlTYfbxz8b/a0+Cl3zqU834XPaedwf5i5FXn89yErI/XJRZ/EZZt40T/daL0XDvSzpWuQdKKZWm0Iw7CBGQXs2TlULx4Y4HB/mFvnl09b9j/795wYIWNmKPOWnbTNcdWhXdSMbYdDQVh4H5FkBruu4XacpqqgUrD9BxPz3YqbYPEHpm9rmqDrTBdLKjPDqZJub3S/wZsd+3hi5xt87aY/pcTvgv69MNpmffXsgmv/ZMryAZc7CaiEEEIIIc5SLJPK+T6ju0nrbjyZ4CmP6wsnT7rPaUQJduwjQQrDVJTluXDadDKmIprKEB8cglCCAq8DwwSPkbHmz6QTACSVAUaarkwLOCGZSuPq38lQ1LpWZaQZCycp8EFHKEoqGGc4kiSaNNBVhqrj13b4DV4Nt3BwxjoSGR8VkQOA4uCe54kYLfhVioyCqJmGkRaePPLLnPt4Pd7DsfQYH/TP4n+iR2lN9lGenoMzncYVH8oW60gbJoOjIUpbNxGPdzAWjKEl78NMjFc2jI9hxEZ4bvvP2JLR+MiSj/H0TqtIR86iuJFBSIXBFQBfCQQ76RyJ0TEWoyfaRYMnzn8H36BG5XE7tZSHurOZlEPpUYLJIN2JY5Q6mogkMjy/v5+hcJKBvlaId0Ggmng6ng2oTKVIZk4SFpsG9O+nrSuNSQbGOqHAgzF0GBIDqKIVKAx8yUFizdvQA0vYeHQoN6AKdkDvbmi8GZxefnLoJwA8tOAhvA7vKZ+vyvBe6w+DzSTSBt99rQWnXefRdU2nPI50PLd4yPDRk0eNZhp0V87+jpEYqYzJ0cFeltUlKMsbz25lkqA7rADMVGw42kJH0Jr/97v9/XxkVR1M/n8pk7QKuPhPHzxeTiSgEkIIIYQ4Swsqq2mZNP8+4iwl4iyjKN6KN33yogBXmWXs1gem3aehsJtJjudkokkDh1enN2QFTPTtB2AwMh6QdHTgHR6h3GZlsw7GRxnQk8SMENBA98FNlLuNnPMDxFMGiYzJcF8PSXsemqZRFG/LuZbBgT4OGEcIJQxqxo/rTu3Bpk0dnhZLhqz1s5IRFLBvfEjiW5E+YikDX3oYT9+/kwoZ4LIyJbtsg2zpG8JINLOkf5Ttej9E+3ll9xauza+0TqzbeXbbP9A5MIyhO3kxYmP1cAcHyu4CZmOYBroCbev3steyo34Z6sjvIKrTQQhbcgQ8HgC6tDBvJfu4PZPIBlRBI4kKdgIeMsrq1/5QBM1Mwv6fkgm0YzMymJhEkylsGYO9XWNkTkjPjCXH8Dv82Do2QevrGH376MqbSSVgKEVm/POUsob8Lep/EgBfegjd6YX2Aahfg2kqwm8+jt9lx6ZMjLnvyX5GJB2xAirThEPPgK8UE42WgRA+lx18YGoTq3aNjAfSqbRBIm1MZKkyKTLpJC0hqCvyWtsnFTnJGj5qBTgnMlJgdzG5B7qDVmY26A6zs2Ur6yuKyeRVMLDpH6gsXYi+4H0M7nia2HAP2Ow4jSjVHU/B/A+SMY3cgCTULQGVEEIIIcQ73dWzb2H4wG94M9pPoyrgDUchACOeBoKeGdwcbOOgPlHyfLYqpFFZbY6pUSLayavDHRdJZXCcomqBw4yRDscY0DVSk17wvemRbFA3ckJRPm96BNNuBUXF8WMkbXm4jAiQGyAkDRPGurCP3xcASqH0iaFj2WGJIy3gKyXdu4+3UgZelw1N03hhpDvbdlCLQxz8Tje6pvFmvJdOFWdB//cwmMjOhBIZNml9+F126+Qp6wZsZgptZBtQhnvgR/zrrkMoFDO81dwBDBlxhowEb+1+3GqPgzbdynQZkzIp7YT4ac+r2XW8RowE/e2H8LoaMFQaBXQPfxd3oo2UWU1vKIEn2cGPD/6YLa0jfHR0EB8Tww11M0Pb0CF+0/YcM0vmcnuHVVa8T4tSFrUqO47F07yV6SeRNlD+GIaayMgUxjuwJzVoGYTBQ/TFbbT3hnA7dJbkDZI0klbwl4qijd9GeugQG1ufx0BRkHazJzpKQySfQq0Nh2EFNhnTRNc0fMlB5g8+Q+zYXbjnXmv9vb31r7T2DPLf3muoKSnm4dVXk46PMGbEKbFZwaepFOz/FfoJQy5jZprfvPxn5M27m3imGlPlLlG8O/Um+Qe2cqzFbs2FyiRZnQqxrGgm9v7dlEUOMpS/iNLYEXwYRHf8jN8OV7DYCBHLS9LkKMB/4lIBVwAJqIQQQgghzpLd6WOVr46ScB4jngYW1Sl2dQbx2AqY613PrOD3OIj1YtiTt4TroopRdy1lkUPcpOpBQQaTEEne0LtP+jmjpyjLXaI8DGnxnGDqTEw+p8sIn7RdINlDIDlRQEMD1KQVd/pDCdKmotLsR4X66RvPpAUTJ7/msUSGdMak2G8FJfv1YaIqt/1oPI3bYaOro538SaXn27QQQ8SJaGmqjAzBeIbth9+kJqXxlHYEw1Tkexw4bDqdyrovU7PTM5bInkPXsIa3jesLW/dQFG/F5elj404Dd6INgFYtCEA8mcDs2o4/4eKQFmapKmen1k9n7A0KQ9t59vURNKCldxftrkq8uhWw2sbvK5oyiKasTKHetZ18d25BkzgZBmIJXPFOzPG+S6RNjsYGeWH/41YJ/nAf7SNfo7ThJl6L99CcsgLCUCLDmGYFgvOGfpc953+3tdClnmFd/1sAZI68AHOvhVSUnsFhOsMRktF/Y1u4nqurZ7Or/TdEwkdocASwaRplwwE0NK4aL9LRmg5RrHnYlOplID3GwOhRdoxswzSdfCg6XulxPChXSjEYSaJrKYp9TvalRlh25HdW/RE08hNdaMogg6KttxvTXsbvwp2YeoZDjlE+FJt30ufnciUBlRBCCCHEOSi68Q9pfeM5qhqv4UjQqiZnqgyaZgUdLptO0jAxNRv7K+7BrrsJuSpoGt5AzFFM3JFPcayFCuWj25bGZqZO9XE4lE5am5i745gU3MTtBaedv/X2KbRJJTXS44FcdkjiGYgkrYzH5PWb2rTQlHYj0RQ2Y4gTB6Idz+z17n+dmOajLDPKEbOCqG4FKYlwEl0jWzBBm1J1TkPFRxmOWgU5JldZnDn0GzRXY/b7Xm1iDTAzFSOQHCGNl2HidGsR0pFNxDKDOBMOTKXwOE2ezbTh0U/+em0C0fheXtJ05qtiSvDwO9XGbwcUdqXjcmoUaV6WqDKeHT2A5rmKsb4O7LrGU6E2Zho7OEQHGVOha5BIW/c9xsTQvAymlR3tfIIY9bRpId6MdfCRgX1UKo1fjrbQo1s9W5ho54WDPXT172aWHw7FgwxHk5iqjxvNWt5qNUjkJXkx2okJVOdbGUYzPkYqY2Izx/An44DGEFagGkpOZLV8GZNyl9Uf5nimMC/VD8AWeggbSa5KaPQSwQxB1D1eafAKIwGVEEIIIcQ5sPsKWXXbhwF4Y8fE0LzZ5XmUj7ootjsJJ8bXHxpfCHjIN5sh7yzQNEojzRTHWjBQjLrrKIkdpVr56SHCtaqGDCabtV5MbSID5VF24pp1zgrly770R1zlBN21VEb2TrnOEwOxQuWiy5mHLz1RhKBeBShSbnaeZH4XgMOMYzfPz8vu8YzNySRPXDD2BMpI4cEKQLfqfTn7JifstBNqKioUplLE01M/f7c2wNqkg0lxatbAeNA4oMXQx+vY+VODwERGLpTMUFPgYShx6gAzpRmkMNiq5V53RjPJpCGqhalQPvqDYQi+kdPmlf5eRl1Boidc/4AWI64yeLDTwUSAulMbYFiLU6AcPLnx/+UT+fPp0XLDVN0I4c6MMRa35wRDG/RO7jJn8rtoZ3Zb91gCmwZFmd1UR6xn4YBWwDBxgtrUZ2MwkmQwkqQ2nk9rMszYpDa9xMjT7GxUBzleGjCUyJBJJa+4AOVKu14hhBBCiMvO+oZb2NH2FPXuqykPuJhZ6md+rIi34v0UOepzizmMl4Qe8jXhTY/QrRVgYM0VWqrKWUgJrvFXtJtUHb/22onoTubp9awdO0KHClOIizycYIITG09pdgzdyZirmvykNYSwXgUYJk4lfo4wCsA8s5hyWxk9gbkYo89iM1OsM+vIw0l9kYdqzcPukRE6temHAs5R+RzWRrPfFyk3I9qZZ6gutYyhphSUOM6OzhCxafdNDsv6JmWuTtQVnFo2/1y0T5O1A9im98FJRlR2EKIML/v0iUB5WBsvFhFPE4yn+W28a+pxo0/gJjezdNxubXDKNkPBaGwim3psfGjkqTwZa5l2u5qmkuCR3hGutEF/08TgQgghhBDibMwpmsMi/z347WVWvNR0Czd5anhk+R8zw7uaeZWBibYVeXzmpiZmlAVoL1xDWflcDM2Oz2nD57BngykAD07qiz5FY+A+9MA6dlV9hBq9hAAuPHYb60qrWFFeTJ7PB0DYZS1U26DyWUQl61Qds1QhZXo5K8wKZlGIR9kpdy6gz7+AsLMc9/jnDS96mLX3/D2pmj+nvuBjxO0TBSl0pTFD5TNLTWzzKQfXqhoWmMXT9old6cye1P44r8MGaJSq3BLgLjVR3qBcTS0PvsKsOFn3TytuL5iyLZY2GDihdL1PWcFuVEuzd1IwcikNc/aBWbM+wut6FxFH6UnbbEn2T9nmTk4Nso7r0sKkbP4p208WlE424JvDiGfGKdtEpslU7g32ThtoXc4kQyWEEEIIcR5o45knTdOgdiVa2TyKXH4eaTJw2nSaynzs6hzjulklOGw6dy6qZCCcpNBXw6sd+SxpMQiYbvaM2CldcS/hAy+y1b6ctU2l9I3l0ToUJWnPY2v1x6gd287vlXQAYCgHeaqAeCrFHO+t3B6PEk8bjDpK6Kh/P3csqmTb1k6qOv4dr9PGqGHDpfsJOEtZVV6Io9k6T8YZQNM0lGYj7l+IqY/CyNP4lYPrVS22E5ZsXa2s8ub2Sb+fX2VWslnvxa1s3KIaGCSGplkVAVeaFbiwcW1lKc/mraJk7295RevIHtukCtlcvIri0A5WpryMqgQbJxXsqMLPNVoVG9VEoYxTyeguws4KSpKDJDWDhD0fd2ZsSrs8zUP0ZGmfU7BpVrbmQjC0qScOOSvJS/dPMy/shHbuavzpqZmls2FqNnRlBTspm5cB32x0ZVAV3n3G50jZ/Ohqan+DFWyVRZun3bdLdXB9OEZFwHf2F36JXNYZqm9/+9s0NDTgdrtZtWoVW7ZsOWnbxx9/HE3Tcr7cbvdFvFohhBBCCCjLsxaAxWX9Zt9lt8qIN5Xl8XvLa8hzWxkRh02nusCD1+HljsZbqbT78TntrLnzozTNmseSuz/D7996NatmFLG8vhCv04bPZQNNp7NgJaz8JAC2klk8vPj3mee9nbrCAAur81nZUMS1s8v52JoGqgs83LmokvxZa1lUU0h3/lI0TWdB3no+es0f0Zm/nINld+KyWxmi2xdamaAa9wrsxR9goWstx0pup6fkWsbctcy2zWV9fk22fPhQ4brsvXfU/CFzfbfz0YI56GjZYEsD8nFRpnvJ113MLllB2L+UEuXJHjtQsIbFhTezyLUGHY1iPKwyK3EqG0u1RkY8DVxfP5ebzbpp+/3EbJjSdFI2L3keOxrWWmEAurIyYHF7Id15Sxgs/wjdgaU5xxbPWEJJ4zIGfHPp98/Pbl9ollDtWUPYWYHbYbOqBk4SclVZf7e6Rlp3E3WUMOKZgULL7gMIuO2kdQ8nqlV5097biKeBkLsKJgW13XlLya+YSbH/xonPd1Ziajbi9gJSNh/9vqmD5/xq6lpiJwq6J/rY0ByAhqmdPg8TdZTkfJ/RXTnfl/pddAWW5WS9UroX+3hHeh02inw20kw/5PFyddlmqH7605/yuc99ju985zusWrWKv//7v+e2226jubmZsrLpF/sKBAI0N09Eu8d/UySEEEIIcaH9/up6RmMpagqnDlc7I4s+APERyK8BrPcYr9N6Vast8vLpGxp59fAgO9rH5zD5y2DtH4HDywxd52NrXQTcDnjd2u11ucBuBTRzKvKg4j4wDVYNxdnQPMBtCypA05i/5k66RmNWG2BeZYDWoSjNffD+pXfxyiGrUEXcYaPTuwCAG+3/w1ujVunuurxySkZL8eEgXhRg/sIPM7P3F2RSRxmNJshz2XHadQIJB/PLraGPDoeD7oKVNJkpOozNjLmqcXubuHdeGTv6J37fX46P21QDRwtvodvbyHXznfha/pmbzDoyKHZp/fQ685iZijNLFdLtDGULNjg1L4V566kIbCMci5OIOAm5KnlP3E4BLuaX1XE4MItUuAHDnYHQTgDy3Q68gWLQbaQGrdL3QXcd3tQw/gVfZFVDJUVdBxlp+yYue4aRWBqfw8ZR71UEPE6qihoIxVO0DltZJpfuo8dRgELH0BzMsfehadDvnI+uMtmsj65peIo/BsPfznksev2LMHQreFVoaFiBna8yn4CvlPzRRcwLHeENvZuo0wpohr2NnOh4Jch8XETGM3KG5sQ2vi5W0ubHr6IklY20PpGUyEz6c4nyELYnc4qGTM78jbmrKXcm6E+5s8eOuuspTHRQnufEXtoEQ9p4n9bgTQfJq1tM8cgODFPhtOnc52+iQhb2PT+++c1v8qlPfYqPf/zjAHznO9/h2Wef5fvf/z5/9md/Nu0xmqZRUXF242uFEEIIIc6H0jwXpXmu0zc8mZKm0zZZVJ3PjvZR6ovHgzbXxG/6S/zjn10+H/oPQP2aqSfQbTSV+WkqmzhuYXU+C6vzc5rdOr+cq2oLqMp3ZwOqEr+TRNrA77ajJQupKYzTF0qxbk4pRqoGp13Hu7LeOkG/ncYyPypq0ppxoAErSoqsX3Y33kRTmZ+XDzlpKVmHGXfgNCP4bWVU5LtJ2XKHetUUeDk6PqfG4bACC/94dmyhYyledzkrk/vR0HAU11Ew1kU8abDQfT0DzhncumwFvbueg0gLIVcVQ84ZeCJHKWu8h+vra/je6y2UabMpdd/AqGcbetk8ZhbNoiXYwuziWlKxasprR1k/Yx0NhcU47TpNZSv5TWY1rd1v4bLbsOVXsbyoGIfNjqkMVCYJ40Xf3zPjPp5s+W+UMog6i2mqnUlZ/my279uWzfrYdY1ljctoi9cz5qrGlQnjNsYXJtYnFhJ2BcpYOJoh4GxizF1IodvJjXPqaGuxsl1l+V5CKUVTmZ/dnVaQ465bQZE5woFEIZFYmOrYEKXKQ7vTmzMEUnmKcRTNpn00g6nZx4M3RcrmRddszPCsYb0K8Zqti2NhG8PemZiaA4cRz57H1OzULliPJzbGaEcQgKizhJijiLIKB7ovn6Vek50dQSLOciLOchoL/OBajG3oMGSSFOhOMFIwTQbvcnVZBlSpVIrt27fzpS99KbtN13VuueUWNm3adNLjIpEI9fX1mKbJsmXL+OpXv8qCBQumbZtMJkkmJyYlhkJXVmpRCCGEEO8+RT4nf3BDIy77KWZtzLsbGm/OCbbO1vHhiAB1RV46RmJcVVvArOOBWOwD1HpfoabhGjQzA15n7gl0OzZNo9GXxxbvEvyRwYmRQ/5SfC47j9zYSCSZwa41sLd7jMoCD16nHVvxDBjdCFjBRInfSXi8IIUzUEbcUUBGd9Fcsp47ljQQ6wjS2ekn5KpAFewikOhjkb+IiooyZhWXUOYrYmH+TSTCMzFUmiF7BUP5V3OzOx+3w8aj65rY3xOixP8JfnnMDrqNm2pvoj6vntr59cQSOqV5rikjn25d9ghvlc1nb/AIAA15tSSNJAOxgZy291xVT8Yzm82dLdh0nfde/Vkyhgn7tln3WDCTOwMBVi3/I779xgBhVwVhVzn+1CDK4WV+6UwODLZQX+wl391EQp9Ln6eO981soCrfw8hgLwCagtpiPzabNXRz1cwilIKPL3wQp83JZ37zdyTteXQVL6PJcDFq7GZhJsRCVwVep43KWbfy88GjmOMVHvv8C1lak0dXT5Ja11V8/Oqryd/1BlrIykrVe6+n2tfAG0M/ZtA7G0N3UOio4wNzPsB3d/9HTl8pTUf3BEDTKPcX4XdHiCQylPidzMifQSutUHs1tL2BS7OBkQaHBFRvy9DQEIZhUF5enrO9vLycQ4cOTXvMnDlz+P73v8/ixYsZGxvj7/7u71i7di379++npqZmSvuvfe1r/PVf//UFuX4hhBBCiAvF47SduoGmva1g6kR3L6liNJrKDSp8JbD4A9aMHqWgcR14J1X785XCaDt2TecjV/8puqbDwEEI90KhVfnN7bDhdlj3ct3sicp0d69ZxJ7AR9nZmyBl87F8TTUfHs9a2ex2ZtzxWfZ1h/jk/HK8TjuN5QH+fsz6Jfm66vcQ0zKssuXhXboSbBNDJg/25lYjrC/yjXeXls3QfWDuh7DpNpw2J/OKrflH/hNixeMcdidNJQuzAdX6hvU8c+wZAAo8Dgp9DnxOO5qmsX7GenzOjSwpXQKA3aZTVeAmYyoay+Zw3VWfHj+rlQ30OO2k7RXcN+8G1jeuZUv3AXYOv8r1NdfTHyjDGUlSGfBi03V8+aWkbF6WafPo161Ae17RPGy6jRXlK/A6rGzm4qI1HBg6Qol7EWHNwRI1n0ftP7cCGIC8Oj5QuIz/DO4CoCOxHYfHz5wKJx+deyP1xT4iKx6C3f9GGYUsClRS7AnwxhAk7dZw0Qb3Kjx2Dx+Y837Cgx2MZjpw6wHa41uwaRrvn/V+SjwlrC7v4VfNr3DXrGuoy6+kNq8Wj92Dr3odWl4VOM/f83sxXJYB1blYs2YNa9ZMpLbXrl3LvHnz+Ld/+ze+8pWvTGn/pS99ic997nPZ70OhELW1tRflWoUQQgghrhQOm05Z4BSFvjQN6lbnbptxvTVsq3wBNn38hb18vvV1Gh6njVVLryK/MoRhKjyBfCbnKmaU5jGjdKJ4g6ZpzK8K0D0aZ0lVHa66z00557yKAC67jcp8Ny67jk3Xpp1rX+o9ecnx6Uw+h12zM7doLv2xfjRNY25FgCVlSwAIOAPcMeOOnGNnlORhKpMK38R0lcU1+Rw47GFepYtra1azsmIlAGvrFrKiejZOm5NFJ1yi1+1ixl1foMmus2Xod/RGe1lRsYI8Z26Bi99feg0vHpzF0roCdncGqS3y4mqdFJwXNzHH6aXEaQ1V1DU7utbCRxbcTX3BeEDrK4FAFWXADXPK8egFPHFIJ89tJ5kxuXeplcSo9Ffis4fx2goxlUE7W9B1DbfdjU230VhUy+fXfCz70QtLFp5Vv19uLsuAqqSkBJvNRn9/bq38/v7+M54j5XA4WLp0KUePHp12v8vlwuV6G+OchRBCCCHE9OwumHvX2zrF3IrA6RuNu21BBUqpkxYk03UtZ97Y+RJwTlyjTbcxv3g+SSPJW71vUeQuYm3V2pMe+/5Z72fv0F5WVa7Kbrt5XjnLZ/wveqJdzC6cndPeaTtJqgyoGw8w7ym4h5SRwm2fGgAXeJ383nIr4GksHe8L7/vg2Esw773gtDJZaxuLefPYMHOK5vDhRTdPBMSATcvNjvpcdpbWFWT7fWbpRB/ftqCC5/b1oWs27py1luoiB/mu3Ll67xSXZUDldDpZvnw5L730Evfeey8Apmny0ksv8ZnPfOaMzmEYBnv37uXOO++8gFcqhBBCCCEuB5eiurPX4eXepntx6I7sNSwrX8bM/Jn4nKdeR6nUW8pNdTdN2V7gDlDgPn0mbzq6pk8bTJ1U2Vzra5IVDUUU+11UF3hygqnj5z/R3KK5NI82TwkA55Tn0ROMU1PoZU7F7CnHvZNclgEVwOc+9zkefPBBVqxYwdVXX83f//3fE41Gs1X/Pvaxj1FdXc3XvvY1AP7mb/6G1atX09TURDAY5Bvf+Abt7e08/PDDl/I2hBBCCCHEO1iVv2rKtgJ3wcW/kPPEdops3uQM1fEg8vra65lRMIPavNypM7qucfO83HoI71SXbUB1//33Mzg4yF/+5V/S19fHkiVLeO6557KFKjo6OtD1iSh5dHSUT33qU/T19VFYWMjy5ct58803mT//3CJ8IYQQQgghxARN01hduZqEkcgO33PoDmbmz7zEV3ZpaUqNF/Z/lwuFQuTn5zM2NkYgcOZjdoUQQgghhBDvLGcTG5xiEQMhhBBCCCGEEKciAZUQQgghhBBCnCMJqIQQQgghhBDiHElAJYQQQgghhBDnSAIqIYQQQgghhDhHElAJIYQQQgghxDmSgEoIIYQQQgghzpEEVEIIIYQQQghxjiSgEkIIIYQQQohzJAGVEEIIIYQQQpwjCaiEEEIIIYQQ4hxJQCWEEEIIIYQQ50gCKiGEEEIIIYQ4RxJQCSGEEEIIIcQ5koBKCCGEEEIIIc6RBFRCCCGEEEIIcY4koBJCCCGEEEKIcyQBlRBCCCGEEEKcI/ulvoDLhVIKgFAodImvRAghhBBCCHEpHY8JjscIpyIB1bhwOAxAbW3tJb4SIYQQQgghxOUgHA6Tn59/yjaaOpOw613ANE16enrIy8tD07RLfTnvaKFQiNraWjo7OwkEApf6ct4VpM8vPunzi0v6++KTPr/4pM8vPunzi+ty6m+lFOFwmKqqKnT91LOkJEM1Ttd1ampqLvVlvKsEAoFL/j/Lu430+cUnfX5xSX9ffNLnF5/0+cUnfX5xXS79fbrM1HFSlEIIIYQQQgghzpEEVEIIIYQQQghxjiSgEhedy+Xir/7qr3C5XJf6Ut41pM8vPunzi0v6++KTPr/4pM8vPunzi+tK7W8pSiGEEEIIIYQQ50gyVEIIIYQQQghxjiSgEkIIIYQQQohzJAGVEEIIIYQQQpwjCaiEEEIIIYQQ4hxJQCXOi6997WusXLmSvLw8ysrKuPfee2lubs5pc+ONN6JpWs7XH/zBH+S06ejo4K677sLr9VJWVsYXvvAFMpnMxbyVK8aXv/zlKf05d+7c7P5EIsGjjz5KcXExfr+f97///fT39+ecQ/r77DQ0NEzpc03TePTRRwF5xt+u1157jfe+971UVVWhaRq/+tWvcvYrpfjLv/xLKisr8Xg83HLLLRw5ciSnzcjICA888ACBQICCggI++clPEolEctrs2bOH6667DrfbTW1tLX/7t397oW/tsnWqPk+n03zxi19k0aJF+Hw+qqqq+NjHPkZPT0/OOab7/+LrX/96Thvp8wmne84feuihKf15++2357SR5/zsnK7Pp/u5rmka3/jGN7Jt5Dk/c2fyTni+3lE2bNjAsmXLcLlcNDU18fjjj1/o25uWBFTivHj11Vd59NFHeeutt3jhhRdIp9OsX7+eaDSa0+5Tn/oUvb292a/JP2wMw+Cuu+4ilUrx5ptv8sMf/pDHH3+cv/zLv7zYt3PFWLBgQU5/vvHGG9l9f/Inf8LTTz/Nz3/+c1599VV6enq47777svulv8/e1q1bc/r7hRdeAOADH/hAto084+cuGo1y1VVX8e1vf3va/X/7t3/LP/7jP/Kd73yHzZs34/P5uO2220gkEtk2DzzwAPv37+eFF17gmWee4bXXXuN//a//ld0fCoVYv3499fX1bN++nW984xt8+ctf5t///d8v+P1djk7V57FYjB07dvAXf/EX7Nixg1/+8pc0Nzdz9913T2n7N3/zNznP/R/90R9l90mf5zrdcw5w++235/Tnj3/845z98pyfndP1+eS+7u3t5fvf/z6apvH+978/p50852fmTN4Jz8c7SmtrK3fddRfr1q1j165dPPbYYzz88MM8//zzF/V+AVBCXAADAwMKUK+++mp22w033KA++9nPnvSY3/zmN0rXddXX15fd9q//+q8qEAioZDJ5IS/3ivRXf/VX6qqrrpp2XzAYVA6HQ/385z/Pbjt48KAC1KZNm5RS0t/nw2c/+1nV2NioTNNUSskzfj4B6sknn8x+b5qmqqioUN/4xjey24LBoHK5XOrHP/6xUkqpAwcOKEBt3bo12+a3v/2t0jRNdXd3K6WU+pd/+RdVWFiY099f/OIX1Zw5cy7wHV3+Tuzz6WzZskUBqr29Pbutvr5efetb3zrpMdLnJzddnz/44IPqnnvuOekx8py/PWfynN9zzz3qpptuytkmz/m5O/Gd8Hy9o/zv//2/1YIFC3I+6/7771e33Xbbhb6lKSRDJS6IsbExAIqKinK2/+hHP6KkpISFCxfypS99iVgslt23adMmFi1aRHl5eXbbbbfdRigUYv/+/Rfnwq8wR44coaqqipkzZ/LAAw/Q0dEBwPbt20mn09xyyy3ZtnPnzqWuro5NmzYB0t9vVyqV4oknnuATn/gEmqZlt8szfmG0trbS19eX80zn5+ezatWqnGe6oKCAFStWZNvccsst6LrO5s2bs22uv/56nE5nts1tt91Gc3Mzo6OjF+lurlxjY2NomkZBQUHO9q9//esUFxezdOlSvvGNb+QMy5E+P3sbNmygrKyMOXPm8MgjjzA8PJzdJ8/5hdXf38+zzz7LJz/5ySn75Dk/Nye+E56vd5RNmzblnON4m+PnuJjsF/0TxTueaZo89thjXHPNNSxcuDC7/SMf+Qj19fVUVVWxZ88evvjFL9Lc3Mwvf/lLAPr6+nL+xwGy3/f19V28G7hCrFq1iscff5w5c+bQ29vLX//1X3Pdddexb98++vr6cDqdU156ysvLs30p/f32/OpXvyIYDPLQQw9lt8kzfuEc75/p+m/yM11WVpaz3263U1RUlNNmxowZU85xfF9hYeEFuf53gkQiwRe/+EU+/OEPEwgEstv/+I//mGXLllFUVMSbb77Jl770JXp7e/nmN78JSJ+frdtvv5377ruPGTNmcOzYMf78z/+cO+64g02bNmGz2eQ5v8B++MMfkpeXlzP8DOQ5P1fTvROer3eUk7UJhULE43E8Hs+FuKVpSUAlzrtHH32Uffv25cznAXLGdy9atIjKykpuvvlmjh07RmNj48W+zCveHXfckf3z4sWLWbVqFfX19fzsZz+7qD9E3q3+4z/+gzvuuIOqqqrsNnnGxTtVOp3mgx/8IEop/vVf/zVn3+c+97nsnxcvXozT6eTTn/40X/va13C5XBf7Uq94H/rQh7J/XrRoEYsXL6axsZENGzZw8803X8Ire3f4/ve/zwMPPIDb7c7ZLs/5uTnZO+E7jQz5E+fVZz7zGZ555hleeeUVampqTtl21apVABw9ehSAioqKKRVejn9fUVFxAa72naWgoIDZs2dz9OhRKioqSKVSBIPBnDb9/f3ZvpT+Pnft7e28+OKLPPzww6dsJ8/4+XO8f6brv8nP9MDAQM7+TCbDyMiIPPdvw/Fgqr29nRdeeCEnOzWdVatWkclkaGtrA6TP366ZM2dSUlKS83NEnvML4/XXX6e5ufm0P9tBnvMzcbJ3wvP1jnKyNoFA4KL/YlkCKnFeKKX4zGc+w5NPPsnLL788Je09nV27dgFQWVkJwJo1a9i7d2/OPxTH//GeP3/+Bbnud5JIJMKxY8eorKxk+fLlOBwOXnrppez+5uZmOjo6WLNmDSD9/Xb84Ac/oKysjLvuuuuU7eQZP39mzJhBRUVFzjMdCoXYvHlzzjMdDAbZvn17ts3LL7+MaZrZ4HbNmjW89tprpNPpbJsXXniBOXPmvGuH5JzK8WDqyJEjvPjiixQXF5/2mF27dqHrenZYmvT529PV1cXw8HDOzxF5zi+M//iP/2D58uVcddVVp20rz/nJne6d8Hy9o6xZsybnHMfbHD/HRXXRy2CId6RHHnlE5efnqw0bNqje3t7sVywWU0opdfToUfU3f/M3atu2baq1tVU99dRTaubMmer666/PniOTyaiFCxeq9evXq127dqnnnntOlZaWqi996UuX6rYua5///OfVhg0bVGtrq9q4caO65ZZbVElJiRoYGFBKKfUHf/AHqq6uTr388stq27Ztas2aNWrNmjXZ46W/z41hGKqurk598YtfzNkuz/jbFw6H1c6dO9XOnTsVoL75zW+qnTt3ZivKff3rX1cFBQXqqaeeUnv27FH33HOPmjFjhorH49lz3H777Wrp0qVq8+bN6o033lCzZs1SH/7wh7P7g8GgKi8vVx/96EfVvn371E9+8hPl9XrVv/3bv130+70cnKrPU6mUuvvuu1VNTY3atWtXzs/241W23nzzTfWtb31L7dq1Sx07dkw98cQTqrS0VH3sYx/Lfob0ea5T9Xk4HFZ/+qd/qjZt2qRaW1vViy++qJYtW6ZmzZqlEolE9hzynJ+d0/1sUUqpsbEx5fV61b/+679OOV6e87NzundCpc7PO0pLS4vyer3qC1/4gjp48KD69re/rWw2m3ruuecu6v0qpZQEVOK8AKb9+sEPfqCUUqqjo0Ndf/31qqioSLlcLtXU1KS+8IUvqLGxsZzztLW1qTvuuEN5PB5VUlKiPv/5z6t0On0J7ujyd//996vKykrldDpVdXW1uv/++9XRo0ez++PxuPrDP/xDVVhYqLxer3rf+96nent7c84h/X32nn/+eQWo5ubmnO3yjL99r7zyyrQ/Rx588EGllFU6/S/+4i9UeXm5crlc6uabb57y9zA8PKw+/OEPK7/frwKBgPr4xz+uwuFwTpvdu3era6+9VrlcLlVdXa2+/vWvX6xbvOycqs9bW1tP+rP9lVdeUUoptX37drVq1SqVn5+v3G63mjdvnvrqV7+a8/KvlPT5ZKfq81gsptavX69KS0uVw+FQ9fX16lOf+lRO6Wil5Dk/W6f72aKUUv/2b/+mPB6PCgaDU46X5/zsnO6dUKnz947yyiuvqCVLliin06lmzpyZ8xkXk6aUUhco+SWEEEIIIYQQ72gyh0oIIYQQQgghzpEEVEIIIYQQQghxjiSgEkIIIYQQQohzJAGVEEIIIYQQQpwjCaiEEEIIIYQQ4hxJQCWEEEIIIYQQ50gCKiGEEEIIIYQ4RxJQCSGEEEIIIcQ5koBKCCHEO8qGDRvQNI2HHnroUl+KEEKIdwEJqIQQQgghhBDiHElAJYQQQgghhBDnSAIqIYQQV4x9+/bx+7//+8ycORO3201paSlLlizhscceo7e3l4ceeoh169YB8MMf/hBN07JfX/7yl3PO1dnZyWc+8xkaGxtxu90UFRXxnve8hzfffHPK504eRnj8c8rLy/F4PCxbtoz//M//nPZ629vbeeSRR5g9ezZer5eioiIWLFjApz/9aZqbm897/wghhLj47Jf6AoQQQogzsX37dq699loSiQSLFy/mnnvuIRaL0dLSwj/8wz9w7733cu2119LX18fzzz9PY2Mj1157bfb4JUuWZP+8adMm7rrrLkZHR5kzZw533XUXg4ODPP/88zz33HP86Ec/4v77759yDSMjI6xevZpkMsmNN97I6Ogor7zyCg8++CAtLS05QVtnZyfLli1jZGSEWbNmceedd2IYBu3t7Xz3u99lzZo1zJkz50J2mRBCiItAAiohhBBXhH/8x38kkUjwd3/3d3z+85/P2Xfo0CHy8/O58cYbaWpq4vnnn+faa6/l8ccfn3KeUCjE+9//fkKhEE888QQPPPBAdt+2bdtYv349Dz/8MDfddBOlpaU5xz799NPceuutPPnkk/h8PgC2bt3KTTfdxFe+8hXuvvtuli1bBsD3vvc9RkZG+MxnPsM//dM/5Zyno6ODdDp9PrpFCCHEJSZD/oQQQlwRBgcHAbjlllum7Js7dy6VlZVndJ7vf//79Pb28thjj+UEUwArVqzgL/7iL4hEIjzxxBNTjtV1nX/6p3/KBlMAK1eu5NFHH8U0Tf7lX/7ljK63rq6OxsbGM7peIYQQlzcJqIQQQlwRli9fDsCjjz7Khg0byGQy53Se3/3udwDcd9990+6/7rrrANiyZcuUfUuWLJl2mN6HP/xhAF5//fUp1/vnf/7nPPPMMyQSiXO6XiGEEJc3CaiEEEJcEb7whS9w4403snHjRtatW0dhYSHr16/nH/7hHxgbGzvj87S1tQFwzTXX5BStOP61cuVKAIaGhqYcW19fP+05GxoaAOjp6clue+ihh/jgBz/IgQMHeO9730thYSHXX389X/3qV+nr6zvj6xVCCHF5kzlUQgghrgiBQICXX36ZjRs38vTTT7NhwwZefvllXnjhBb72ta/x+uuvM2vWrNOexzRNAH7v934vZ+jeiebOnfu2rtdms/HTn/6UP/uzP+Opp57i5ZdfZvPmzbz++ut8/etf57nnnmPt2rVv6zOEEEJcehJQCSGEuGJomsa1116brd43MDDAY489xo9//GP+z//5P/zsZz877Tlqampobm7mz/7sz7LD8s5Ue3v7KbdXVVVN2bd06VKWLl3Kl7/8ZUKhEF/+8pf51re+xWOPPTbtsEIhhBBXFhnyJ4QQ4opVVlaWLVW+b98+AJxOJ8BJ51jdeuutADz55JNn/Xm7du3iyJEjU7b/5Cc/Acgp0z6dQCDA1772NTRNy16vEEKIK5sEVEIIIa4I3/nOd2htbZ2y/Te/+Q0AtbW1wESW6GQL537605+mrKyMv/3bv+Xf//3fs0MAj8tkMjz//PPTBjymafJHf/RHxGKx7Lbt27fzz//8z2iaxiOPPJLd/l//9V/TnuO3v/0tSqns9QohhLiyaUopdakvQgghhDidJUuWsHv3bubPn8+8efOw2+0cOnSI3bt343a7efHFF7nmmmsAuOqqq9izZw8rV65kwYIF2Gw27r77bu6++24A3nrrLd773vcyNDREbW0tCxcupLCwkL6+Pnbs2EEwGOTJJ5/k3nvvBWDDhg2sW7eO97znPezevZt0Os3111/P2NgYL7/8Mul0mv/7f/8vX/nKV7LXe++99/LUU0/R2NjIokWL8Hg8tLa2snnzZjRN4yc/+Qkf+MAHLno/CiGEOL9kDpUQQogrwle+8hV+9atfsXnzZl566SVSqRQ1NTU8/PDD/Omf/mlOOfNf/OIXfOELX+D1119n+/btmKZJTU1NNqBavXo1e/fu5Vvf+hbPPvssr776KgCVlZXccMMNvO9975t2/aji4mLeeustvvjFL/L8888TCoWYP38+jz32GA899FBO28997nPU1NSwceNGXn/9daLRKFVVVdx///18/vOfZ8WKFReus4QQQlw0kqESQgghTuN4hurBBx/k8ccfv9SXI4QQ4jIic6iEEEIIIYQQ4hxJQCWEEEIIIYQQ50gCKiGEEEIIIYQ4RzKHSgghhBBCCCHOkWSohBBCCCGEEOIcSUAlhBBCCCGEEOdIAiohhBBCCCGEOEcSUAkhhBBCCCHEOZKASgghhBBCCCHOkQRUQgghhBBCCHGOJKASQgghhBBCiHMkAZUQQgghhBBCnCMJqIQQQgghhBDiHP3/ZANc4/upNUMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = 100\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(df1['loss'][start:], alpha=0.5)\n",
    "plt.plot(df2['loss'][start:], alpha=0.5)\n",
    "plt.plot(df3['loss'][start:], alpha=0.5)\n",
    "plt.legend(['with-kernel', 'without-kernel', 'kernel + unsloth'], fontsize=20)\n",
    "plt.xlabel('steps', size=15)\n",
    "plt.ylabel('training loss', size=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loss</th>\n",
       "      <th>grad_norm</th>\n",
       "      <th>learning_rate</th>\n",
       "      <th>epoch</th>\n",
       "      <th>step</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15.8635</td>\n",
       "      <td>206.0</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000703</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.8455</td>\n",
       "      <td>204.0</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.001405</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15.7955</td>\n",
       "      <td>216.0</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.002108</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15.4694</td>\n",
       "      <td>233.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.002810</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15.1046</td>\n",
       "      <td>284.0</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.003513</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      loss  grad_norm  learning_rate     epoch  step\n",
       "0  15.8635      206.0       0.000001  0.000703     1\n",
       "1  15.8455      204.0       0.000002  0.001405     2\n",
       "2  15.7955      216.0       0.000003  0.002108     3\n",
       "3  15.4694      233.0       0.000004  0.002810     4\n",
       "4  15.1046      284.0       0.000005  0.003513     5"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loss</th>\n",
       "      <th>grad_norm</th>\n",
       "      <th>learning_rate</th>\n",
       "      <th>epoch</th>\n",
       "      <th>step</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15.8676</td>\n",
       "      <td>205.0</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000703</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.8502</td>\n",
       "      <td>205.0</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.001405</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15.7954</td>\n",
       "      <td>210.0</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.002108</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15.4792</td>\n",
       "      <td>224.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.002810</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15.0980</td>\n",
       "      <td>240.0</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.003513</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      loss  grad_norm  learning_rate     epoch  step\n",
       "0  15.8676      205.0       0.000001  0.000703     1\n",
       "1  15.8502      205.0       0.000002  0.001405     2\n",
       "2  15.7954      210.0       0.000003  0.002108     3\n",
       "3  15.4792      224.0       0.000004  0.002810     4\n",
       "4  15.0980      240.0       0.000005  0.003513     5"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
